Parameter sets#

How to describe parameter claims: a parameter set is a batch of claims about a target, each naming a curated parameter, a quantity, and a provenance class.

  • A batch of claims about a target: each names a curated parameter, a quantity or curve, and a provenance class (literature, measured, fitted, assumed).

  • Claims are records so sources can disagree; consumers select among them.

Define one#

A claim batch from the literature#

from battinfo.api import create_parameter_set

record = create_parameter_set(
    uid="fm9p-sqkk-tbx3-rr66",
    name="Graphite density claims, Smith 2026",
    material_kind="graphite",
    claims=[
        {
            "parameter": "density",
            "quantity": {"value": 2.26, "unit": "g/cm3"},
            "provenance_class": "literature",
        }
    ],
)
{
  "schema_version": "0.2.0",
  "parameter_set": {
    "id": "https://w3id.org/battinfo/spec/fm9p-sqkk-tbx3-rr66",
    "short_id": "fm9psq",
    "name": "Graphite density claims, Smith 2026",
    "material_kind": "graphite",
    "scope": "material",
    "claims": [
      {
        "parameter": "density",
        "quantity": {
          "value": 2.26,
          "unit": "g/cm3"
        },
        "provenance_class": "literature"
      }
    ]
  },
  "provenance": {
    "source_type": "literature",
    "retrieved_at": 1750000000,
    "battinfo_version": "0.7.0"
  }
}

Emitted by record_to_jsonld, hosted-context mode.

{
  "@context": "https://w3id.org/battinfo/context/records/v1.json",
  "@id": "https://w3id.org/battinfo/spec/fm9p-sqkk-tbx3-rr66",
  "@type": "schema:Dataset",
  "schema:name": "Graphite density claims, Smith 2026",
  "schema:about": {
    "@type": "Graphite",
    "@id": "https://w3id.org/emmo/domain/chemical-substance#substance_d53259a7_0d9c_48b9_a6c1_4418169df303",
    "schema:name": "Graphite"
  },
  "schema:additionalProperty": {
    "@type": "schema:PropertyValue",
    "schema:name": "scope",
    "schema:value": "material"
  },
  "hasProperty": {
    "@type": [
      "Density",
      "ConventionalProperty"
    ],
    "skos:prefLabel": "Density",
    "hasNumericalPart": {
      "@type": "RealData",
      "hasNumberValue": 2.26
    },
    "hasMeasurementUnit": "https://w3id.org/emmo#GramPerCubicCentiMetre",
    "schema:additionalProperty": {
      "@type": "schema:PropertyValue",
      "schema:name": "provenance_class",
      "schema:value": "literature"
    }
  }
}

What to notice:

  • The claim batch emits as one schema:Dataset node: scalar claims as EMMO-typed quantities, the target on schema:about.

  • A BPX file imports the same way: from_bpx_parameters(...).to_records(materials=...) turns its physics blocks into claim records, header lineage included (see the design notes).

Common examples#

A selection of real, validated records from the packaged examples corpus — each one click away, included from its single source under examples/. The full, living library is the registry: browse it there.

Chen 2020 - graphite (parameter-set)

The record ships in the installed wheel — load it as a starting point:

import json
from importlib import resources

record = json.loads(
    resources.files("battinfo")
    .joinpath("data/examples/parameter-set/parameter-set-8qqs-rh43-wt8d-172n.json")
    .read_text(encoding="utf-8")
)
{
  "schema_version": "0.2.0",
  "parameter_set": {
    "id": "https://w3id.org/battinfo/spec/8qqs-rh43-wt8d-172n",
    "short_id": "8qqsrh",
    "name": "Chen 2020 - graphite",
    "material_kind": "graphite",
    "scope": "material",
    "claims": [
      {
        "parameter": "particle_radius",
        "quantity": {
          "value": 5.86e-06,
          "unit": "m"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "max_concentration",
        "quantity": {
          "value": 33133.0,
          "unit": "mol/m3"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "reaction_rate_constant",
        "quantity": {
          "value": 6.716e-06,
          "unit": "mol.m-2.s-1"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "stoichiometry_min",
        "quantity": {
          "value": 0.0279,
          "unit": "1"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "stoichiometry_max",
        "quantity": {
          "value": 0.9014,
          "unit": "1"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "ocp",
        "curve": {
          "x_quantity": "stoichiometry",
          "x": [
            0.0,
            0.05,
            0.1,
            0.2,
            0.4,
            0.6,
            0.8,
            1.0
          ],
          "y": [
            1.2,
            0.35,
            0.22,
            0.16,
            0.13,
            0.12,
            0.1,
            0.05
          ],
          "y_unit": "V",
          "interpolation": "linear",
          "branch": "average"
        },
        "provenance_class": "measured",
        "method": "GITT",
        "comment": "Coarsened illustrative curve; the source provides the full-resolution table."
      }
    ],
    "model_context": {
      "tool": "BPX",
      "name": "Chen2020",
      "model": "DFN"
    },
    "description": "Subset of the Chen et al. 2020 LG M50 parameterization for the graphite negative electrode material, as a worked example of parameter claims."
  },
  "provenance": {
    "source_type": "literature",
    "retrieved_at": 1786968980,
    "citation_doi": "10.1149/1945-7111/ab9050",
    "battinfo_version": "0.7.0",
    "citation": "https://doi.org/10.1149/1945-7111/ab9050"
  },
  "notes": [
    "Worked example generated by scripts in the parameter-claims change; values from the cited source."
  ]
}

Emitted by record_to_jsonld, hosted-context mode.

{
  "@context": "https://w3id.org/battinfo/context/records/v1.json",
  "@id": "https://w3id.org/battinfo/spec/8qqs-rh43-wt8d-172n",
  "@type": "schema:Dataset",
  "schema:name": "Chen 2020 - graphite",
  "schema:description": "Subset of the Chen et al. 2020 LG M50 parameterization for the graphite negative electrode material, as a worked example of parameter claims.",
  "schema:about": {
    "@type": "Graphite",
    "@id": "https://w3id.org/emmo/domain/chemical-substance#substance_d53259a7_0d9c_48b9_a6c1_4418169df303",
    "schema:name": "Graphite"
  },
  "schema:additionalProperty": [
    {
      "@type": "schema:PropertyValue",
      "schema:name": "scope",
      "schema:value": "material"
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_model",
      "schema:value": "DFN"
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_name",
      "schema:value": "Chen2020"
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_tool",
      "schema:value": "BPX"
    }
  ],
  "hasProperty": [
    {
      "@type": [
        "ParticleRadius",
        "ConventionalProperty"
      ],
      "skos:prefLabel": "ParticleRadius",
      "hasNumericalPart": {
        "@type": "RealData",
        "hasNumberValue": 5.86e-06
      },
      "hasMeasurementUnit": "https://w3id.org/emmo#Metre",
      "schema:additionalProperty": {
        "@type": "schema:PropertyValue",
        "schema:name": "provenance_class",
        "schema:value": "fitted"
      }
    },
    {
      "@type": [
        "MaximumConcentration",
        "ConventionalProperty"
      ],
      "skos:prefLabel": "MaximumConcentration",
      "hasNumericalPart": {
        "@type": "RealData",
        "hasNumberValue": 33133.0
      },
      "schema:unitText": "mol/m3",
      "schema:additionalProperty": {
        "@type": "schema:PropertyValue",
        "schema:name": "provenance_class",
        "schema:value": "fitted"
      }
    },
    {
      "@type": [
        "ReactionRateConstant",
        "ConventionalProperty"
      ],
      "skos:prefLabel": "ReactionRateConstant",
      "hasNumericalPart": {
        "@type": "RealData",
        "hasNumberValue": 6.716e-06
      },
      "schema:unitText": "mol.m-2.s-1",
      "schema:additionalProperty": {
        "@type": "schema:PropertyValue",
        "schema:name": "provenance_class",
        "schema:value": "fitted"
      }
    },
    {
      "@type": [
        "MinimumStoichiometricCoefficient",
        "ConventionalProperty"
      ],
      "skos:prefLabel": "MinimumStoichiometricCoefficient",
      "hasNumericalPart": {
        "@type": "RealData",
        "hasNumberValue": 0.0279
      },
      "hasMeasurementUnit": "https://w3id.org/emmo#EMMO_5ebd5e01_0ed3_49a2_a30d_cd05cbe72978",
      "schema:additionalProperty": {
        "@type": "schema:PropertyValue",
        "schema:name": "provenance_class",
        "schema:value": "fitted"
      }
    },
    {
      "@type": [
        "MaximumStoichiometricCoefficient",
        "ConventionalProperty"
      ],
      "skos:prefLabel": "MaximumStoichiometricCoefficient",
      "hasNumericalPart": {
        "@type": "RealData",
        "hasNumberValue": 0.9014
      },
      "hasMeasurementUnit": "https://w3id.org/emmo#EMMO_5ebd5e01_0ed3_49a2_a30d_cd05cbe72978",
      "schema:additionalProperty": {
        "@type": "schema:PropertyValue",
        "schema:name": "provenance_class",
        "schema:value": "fitted"
      }
    }
  ],
  "schema:variableMeasured": {
    "@type": "schema:PropertyValue",
    "schema:name": "ocp",
    "schema:description": "tabulated curve vs stoichiometry, 8 points, average branch",
    "schema:unitText": "V",
    "schema:measurementTechnique": "GITT",
    "schema:additionalProperty": {
      "@type": "schema:PropertyValue",
      "schema:name": "provenance_class",
      "schema:value": "measured"
    }
  },
  "schema:citation": {
    "@id": "https://doi.org/10.1149/1945-7111/ab9050",
    "@type": "schema:CreativeWork",
    "bibo:doi": "10.1149/1945-7111/ab9050"
  },
  "schema:comment": "Worked example generated by scripts in the parameter-claims change; values from the cited source."
}
BPX LFP 18650 (parameter-set)

The record ships in the installed wheel — load it as a starting point:

import json
from importlib import resources

record = json.loads(
    resources.files("battinfo")
    .joinpath("data/examples/parameter-set/parameter-set-1e31-69dh-s500-h9j4.json")
    .read_text(encoding="utf-8")
)
{
  "schema_version": "0.2.0",
  "parameter_set": {
    "id": "https://w3id.org/battinfo/spec/1e31-69dh-s500-h9j4",
    "short_id": "1e3169",
    "name": "BPX LFP 18650",
    "cell_spec_id": "https://w3id.org/battinfo/spec/b10q-6qh6-3v2x-4sp7",
    "scope": "cell",
    "members": {
      "negative_material": "https://w3id.org/battinfo/spec/2563-gee9-ppq0-8p2r",
      "negative_electrode": "https://w3id.org/battinfo/spec/a979-b0s3-rzzt-4m57",
      "positive_material": "https://w3id.org/battinfo/spec/956b-frrf-hfg6-m4d9",
      "positive_electrode": "https://w3id.org/battinfo/spec/sa76-qhyc-pesq-jvge",
      "separator": "https://w3id.org/battinfo/spec/4gvn-f7sq-cchp-36rm",
      "electrolyte": "https://w3id.org/battinfo/spec/ayt4-483v-13dj-hqgc"
    },
    "model_context": {
      "tool": "BPX",
      "name": "Parameterisation example of an LFP|graphite 2 Ah cylindrical 18650 cell.",
      "model": "DFN",
      "version": "0.1.0"
    },
    "description": "LFP|graphite 2 Ah cylindrical 18650 cell. Parameterisation by About:Energy Limited (aboutenergy.io), December 2022, based on cell cycling data, and electrode data gathered after cell teardown. Electrolyte properties from Nyman et al. 2008 (doi:10.1016/j.electacta.2008.04.023). Negative electrode entropic coefficient data are from O'Regan et al. 2022 (doi:10.1016/j.electacta.2022.140700). Positive electrode entropic coefficient data are from Gerver and Meyers 2011 (doi:10.1149/1.3591799). Other thermal properties are estimated."
  },
  "provenance": {
    "source_type": "literature",
    "retrieved_at": 1789900000,
    "battinfo_version": "0.7.0",
    "source_url": "https://github.com/FaradayInstitution/BPX/blob/main/examples/lfp_18650_cell_BPX.json",
    "citation": "https://github.com/FaradayInstitution/BPX"
  },
  "license": "mit",
  "notes": [
    "Imported from the FaradayInstitution/BPX examples (MIT licence, (c) 2022 University of Oxford)."
  ]
}

Emitted by record_to_jsonld, hosted-context mode.

{
  "@context": "https://w3id.org/battinfo/context/records/v1.json",
  "@id": "https://w3id.org/battinfo/spec/1e31-69dh-s500-h9j4",
  "@type": "schema:Dataset",
  "schema:name": "BPX LFP 18650",
  "schema:description": "LFP|graphite 2 Ah cylindrical 18650 cell. Parameterisation by About:Energy Limited (aboutenergy.io), December 2022, based on cell cycling data, and electrode data gathered after cell teardown. Electrolyte properties from Nyman et al. 2008 (doi:10.1016/j.electacta.2008.04.023). Negative electrode entropic coefficient data are from O'Regan et al. 2022 (doi:10.1016/j.electacta.2022.140700). Positive electrode entropic coefficient data are from Gerver and Meyers 2011 (doi:10.1149/1.3591799). Other thermal properties are estimated.",
  "schema:about": {
    "@id": "https://w3id.org/battinfo/spec/b10q-6qh6-3v2x-4sp7"
  },
  "schema:additionalProperty": [
    {
      "@type": "schema:PropertyValue",
      "schema:name": "scope",
      "schema:value": "cell"
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_model",
      "schema:value": "DFN"
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_name",
      "schema:value": "Parameterisation example of an LFP|graphite 2 Ah cylindrical 18650 cell."
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_tool",
      "schema:value": "BPX"
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_version",
      "schema:value": "0.1.0"
    }
  ],
  "dcterms:hasPart": [
    {
      "@id": "https://w3id.org/battinfo/spec/ayt4-483v-13dj-hqgc"
    },
    {
      "@id": "https://w3id.org/battinfo/spec/a979-b0s3-rzzt-4m57"
    },
    {
      "@id": "https://w3id.org/battinfo/spec/2563-gee9-ppq0-8p2r"
    },
    {
      "@id": "https://w3id.org/battinfo/spec/sa76-qhyc-pesq-jvge"
    },
    {
      "@id": "https://w3id.org/battinfo/spec/956b-frrf-hfg6-m4d9"
    },
    {
      "@id": "https://w3id.org/battinfo/spec/4gvn-f7sq-cchp-36rm"
    }
  ],
  "schema:citation": {
    "@id": "https://github.com/FaradayInstitution/BPX",
    "@type": "schema:CreativeWork"
  },
  "schema:comment": "Imported from the FaradayInstitution/BPX examples (MIT licence, (c) 2022 University of Oxford).",
  "dcterms:license": {
    "@id": "https://spdx.org/licenses/MIT.html"
  }
}
BPX LFP 18650 - electrolyte (parameter-set)

The record ships in the installed wheel — load it as a starting point:

import json
from importlib import resources

record = json.loads(
    resources.files("battinfo")
    .joinpath("data/examples/parameter-set/parameter-set-ayt4-483v-13dj-hqgc.json")
    .read_text(encoding="utf-8")
)
{
  "schema_version": "0.2.0",
  "parameter_set": {
    "id": "https://w3id.org/battinfo/spec/ayt4-483v-13dj-hqgc",
    "short_id": "ayt448",
    "name": "BPX LFP 18650 - electrolyte",
    "cell_spec_id": "https://w3id.org/battinfo/spec/b10q-6qh6-3v2x-4sp7",
    "scope": "electrolyte",
    "claims": [
      {
        "parameter": "diffusivity_activation_energy",
        "quantity": {
          "value": 17100.0,
          "unit": "J/mol"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "initial_concentration",
        "quantity": {
          "value": 1000.0,
          "unit": "mol/m3"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "transference_number",
        "quantity": {
          "value": 0.259,
          "unit": "1"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "ionic_conductivity",
        "expression": {
          "text": "0.1297 * (x / 1000) ** 3 - 2.51 * (x / 1000) ** 1.5 + 3.329 * (x / 1000)",
          "language": "bpx",
          "argument": "x"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "electrolyte_diffusivity",
        "expression": {
          "text": "8.794e-11 * (x / 1000) ** 2 - 3.972e-10 * (x / 1000) + 4.862e-10",
          "language": "bpx",
          "argument": "x"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "conductivity_activation_energy",
        "quantity": {
          "value": 17100.0,
          "unit": "J/mol"
        },
        "provenance_class": "fitted"
      }
    ],
    "model_context": {
      "tool": "BPX",
      "name": "Parameterisation example of an LFP|graphite 2 Ah cylindrical 18650 cell.",
      "model": "DFN",
      "version": "0.1.0"
    },
    "description": "LFP|graphite 2 Ah cylindrical 18650 cell. Parameterisation by About:Energy Limited (aboutenergy.io), December 2022, based on cell cycling data, and electrode data gathered after cell teardown. Electrolyte properties from Nyman et al. 2008 (doi:10.1016/j.electacta.2008.04.023). Negative electrode entropic coefficient data are from O'Regan et al. 2022 (doi:10.1016/j.electacta.2022.140700). Positive electrode entropic coefficient data are from Gerver and Meyers 2011 (doi:10.1149/1.3591799). Other thermal properties are estimated.",
    "set_id": "https://w3id.org/battinfo/spec/1e31-69dh-s500-h9j4"
  },
  "provenance": {
    "source_type": "literature",
    "retrieved_at": 1789900000,
    "battinfo_version": "0.7.0",
    "source_url": "https://github.com/FaradayInstitution/BPX/blob/main/examples/lfp_18650_cell_BPX.json",
    "citation": "https://github.com/FaradayInstitution/BPX"
  },
  "license": "mit",
  "notes": [
    "Imported from the FaradayInstitution/BPX examples (MIT licence, (c) 2022 University of Oxford)."
  ]
}

Emitted by record_to_jsonld, hosted-context mode.

{
  "@context": "https://w3id.org/battinfo/context/records/v1.json",
  "@id": "https://w3id.org/battinfo/spec/ayt4-483v-13dj-hqgc",
  "@type": "schema:Dataset",
  "schema:name": "BPX LFP 18650 - electrolyte",
  "schema:description": "LFP|graphite 2 Ah cylindrical 18650 cell. Parameterisation by About:Energy Limited (aboutenergy.io), December 2022, based on cell cycling data, and electrode data gathered after cell teardown. Electrolyte properties from Nyman et al. 2008 (doi:10.1016/j.electacta.2008.04.023). Negative electrode entropic coefficient data are from O'Regan et al. 2022 (doi:10.1016/j.electacta.2022.140700). Positive electrode entropic coefficient data are from Gerver and Meyers 2011 (doi:10.1149/1.3591799). Other thermal properties are estimated.",
  "schema:about": {
    "@id": "https://w3id.org/battinfo/spec/b10q-6qh6-3v2x-4sp7"
  },
  "schema:additionalProperty": [
    {
      "@type": "schema:PropertyValue",
      "schema:name": "scope",
      "schema:value": "electrolyte"
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_model",
      "schema:value": "DFN"
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_name",
      "schema:value": "Parameterisation example of an LFP|graphite 2 Ah cylindrical 18650 cell."
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_tool",
      "schema:value": "BPX"
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_version",
      "schema:value": "0.1.0"
    }
  ],
  "hasProperty": [
    {
      "@type": [
        "ActivationEnergy",
        "ConventionalProperty"
      ],
      "skos:prefLabel": "ActivationEnergy",
      "hasNumericalPart": {
        "@type": "RealData",
        "hasNumberValue": 17100.0
      },
      "schema:unitText": "J/mol",
      "schema:additionalProperty": {
        "@type": "schema:PropertyValue",
        "schema:name": "provenance_class",
        "schema:value": "fitted"
      }
    },
    {
      "@type": [
        "battinfo:initialConcentration",
        "ConventionalProperty"
      ],
      "skos:prefLabel": "initialConcentration",
      "hasNumericalPart": {
        "@type": "RealData",
        "hasNumberValue": 1000.0
      },
      "schema:unitText": "mol/m3",
      "schema:additionalProperty": {
        "@type": "schema:PropertyValue",
        "schema:name": "provenance_class",
        "schema:value": "fitted"
      }
    },
    {
      "@type": [
        "ChargeCarrierTransportNumber",
        "ConventionalProperty"
      ],
      "skos:prefLabel": "ChargeCarrierTransportNumber",
      "hasNumericalPart": {
        "@type": "RealData",
        "hasNumberValue": 0.259
      },
      "hasMeasurementUnit": "https://w3id.org/emmo#EMMO_5ebd5e01_0ed3_49a2_a30d_cd05cbe72978",
      "schema:additionalProperty": {
        "@type": "schema:PropertyValue",
        "schema:name": "provenance_class",
        "schema:value": "fitted"
      }
    },
    {
      "@type": [
        "ActivationEnergyOfElectrolyteConductivity",
        "ConventionalProperty"
      ],
      "skos:prefLabel": "ActivationEnergyOfElectrolyteConductivity",
      "hasNumericalPart": {
        "@type": "RealData",
        "hasNumberValue": 17100.0
      },
      "schema:unitText": "J/mol",
      "schema:additionalProperty": {
        "@type": "schema:PropertyValue",
        "schema:name": "provenance_class",
        "schema:value": "fitted"
      }
    }
  ],
  "schema:variableMeasured": [
    {
      "@type": "schema:PropertyValue",
      "schema:name": "ionic_conductivity",
      "schema:value": "0.1297 * (x / 1000) ** 3 - 2.51 * (x / 1000) ** 1.5 + 3.329 * (x / 1000)",
      "schema:description": "expression (bpx)",
      "schema:additionalProperty": {
        "@type": "schema:PropertyValue",
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        "schema:value": "fitted"
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    },
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      "schema:name": "electrolyte_diffusivity",
      "schema:value": "8.794e-11 * (x / 1000) ** 2 - 3.972e-10 * (x / 1000) + 4.862e-10",
      "schema:description": "expression (bpx)",
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  "dcterms:license": {
    "@id": "https://spdx.org/licenses/MIT.html"
  }
}
BPX LFP 18650 - negative electrode build (parameter-set)

The record ships in the installed wheel — load it as a starting point:

import json
from importlib import resources

record = json.loads(
    resources.files("battinfo")
    .joinpath("data/examples/parameter-set/parameter-set-a979-b0s3-rzzt-4m57.json")
    .read_text(encoding="utf-8")
)
{
  "schema_version": "0.2.0",
  "parameter_set": {
    "id": "https://w3id.org/battinfo/spec/a979-b0s3-rzzt-4m57",
    "short_id": "a979b0",
    "name": "BPX LFP 18650 - negative electrode build",
    "cell_spec_id": "https://w3id.org/battinfo/spec/b10q-6qh6-3v2x-4sp7",
    "scope": "electrode",
    "claims": [
      {
        "parameter": "thickness",
        "quantity": {
          "value": 4.44e-05,
          "unit": "m"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "electronic_conductivity",
        "quantity": {
          "value": 7.46,
          "unit": "S/m"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "surface_area_per_volume",
        "quantity": {
          "value": 473004.0,
          "unit": "1/m"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "porosity",
        "quantity": {
          "value": 0.20666,
          "unit": "1"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "transport_efficiency",
        "quantity": {
          "value": 0.09395,
          "unit": "1"
        },
        "provenance_class": "fitted"
      }
    ],
    "electrode_polarity": "negative",
    "model_context": {
      "tool": "BPX",
      "name": "Parameterisation example of an LFP|graphite 2 Ah cylindrical 18650 cell.",
      "model": "DFN",
      "version": "0.1.0"
    },
    "description": "LFP|graphite 2 Ah cylindrical 18650 cell. Parameterisation by About:Energy Limited (aboutenergy.io), December 2022, based on cell cycling data, and electrode data gathered after cell teardown. Electrolyte properties from Nyman et al. 2008 (doi:10.1016/j.electacta.2008.04.023). Negative electrode entropic coefficient data are from O'Regan et al. 2022 (doi:10.1016/j.electacta.2022.140700). Positive electrode entropic coefficient data are from Gerver and Meyers 2011 (doi:10.1149/1.3591799). Other thermal properties are estimated.",
    "set_id": "https://w3id.org/battinfo/spec/1e31-69dh-s500-h9j4"
  },
  "provenance": {
    "source_type": "literature",
    "retrieved_at": 1789900000,
    "battinfo_version": "0.7.0",
    "source_url": "https://github.com/FaradayInstitution/BPX/blob/main/examples/lfp_18650_cell_BPX.json",
    "citation": "https://github.com/FaradayInstitution/BPX"
  },
  "license": "mit",
  "notes": [
    "Imported from the FaradayInstitution/BPX examples (MIT licence, (c) 2022 University of Oxford)."
  ]
}

Emitted by record_to_jsonld, hosted-context mode.

{
  "@context": "https://w3id.org/battinfo/context/records/v1.json",
  "@id": "https://w3id.org/battinfo/spec/a979-b0s3-rzzt-4m57",
  "@type": "schema:Dataset",
  "schema:name": "BPX LFP 18650 - negative electrode build",
  "schema:description": "LFP|graphite 2 Ah cylindrical 18650 cell. Parameterisation by About:Energy Limited (aboutenergy.io), December 2022, based on cell cycling data, and electrode data gathered after cell teardown. Electrolyte properties from Nyman et al. 2008 (doi:10.1016/j.electacta.2008.04.023). Negative electrode entropic coefficient data are from O'Regan et al. 2022 (doi:10.1016/j.electacta.2022.140700). Positive electrode entropic coefficient data are from Gerver and Meyers 2011 (doi:10.1149/1.3591799). Other thermal properties are estimated.",
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  "dcterms:license": {
    "@id": "https://spdx.org/licenses/MIT.html"
  }
}
BPX LFP 18650 - negative electrode material (parameter-set)

The record ships in the installed wheel — load it as a starting point:

import json
from importlib import resources

record = json.loads(
    resources.files("battinfo")
    .joinpath("data/examples/parameter-set/parameter-set-2563-gee9-ppq0-8p2r.json")
    .read_text(encoding="utf-8")
)
{
  "schema_version": "0.2.0",
  "parameter_set": {
    "id": "https://w3id.org/battinfo/spec/2563-gee9-ppq0-8p2r",
    "short_id": "2563ge",
    "name": "BPX LFP 18650 - negative electrode material",
    "material_kind": "graphite",
    "scope": "material",
    "claims": [
      {
        "parameter": "particle_radius",
        "quantity": {
          "value": 4.8e-06,
          "unit": "m"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "solid_diffusivity",
        "quantity": {
          "value": 9.6e-15,
          "unit": "m2/s"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "ocp",
        "expression": {
          "text": "5.29210878e+01 * exp(-1.72699386e+02 * x) - 1.17963399e+03 + 1.20956356e+03 * tanh(6.72033948e+01 * (x + 2.44746396e-02)) + 4.52430314e-02 * tanh(-1.47542326e+01 * (x - 1.62746053e-01)) + 2.01855800e+01 * tanh(-2.46666302e+01 * (x - 1.12986136e+00)) + 2.01708039e-02 * tanh(-1.19900231e+01 * (x - 5.49773440e-01)) + 4.99616805e+01 * tanh(-6.11370883e+01 * (x + 4.69382558e-03))",
          "language": "bpx",
          "argument": "x"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "entropic_coefficient",
        "expression": {
          "text": "(-0.1112 * x + 0.02914 + 0.3561 * exp(-((x - 0.08309) ** 2) / 0.004616)) / 1000",
          "language": "bpx",
          "argument": "x"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "reaction_rate_constant",
        "quantity": {
          "value": 6.872e-06,
          "unit": "mol.m-2.s-1"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "stoichiometry_min",
        "quantity": {
          "value": 0.0016261,
          "unit": "1"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "stoichiometry_max",
        "quantity": {
          "value": 0.82258,
          "unit": "1"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "max_concentration",
        "quantity": {
          "value": 31400.0,
          "unit": "mol/m3"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "diffusivity_activation_energy",
        "quantity": {
          "value": 30000.0,
          "unit": "J/mol"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "reaction_rate_activation_energy",
        "quantity": {
          "value": 55000.0,
          "unit": "J/mol"
        },
        "provenance_class": "fitted"
      }
    ],
    "model_context": {
      "tool": "BPX",
      "name": "Parameterisation example of an LFP|graphite 2 Ah cylindrical 18650 cell.",
      "model": "DFN",
      "version": "0.1.0"
    },
    "description": "LFP|graphite 2 Ah cylindrical 18650 cell. Parameterisation by About:Energy Limited (aboutenergy.io), December 2022, based on cell cycling data, and electrode data gathered after cell teardown. Electrolyte properties from Nyman et al. 2008 (doi:10.1016/j.electacta.2008.04.023). Negative electrode entropic coefficient data are from O'Regan et al. 2022 (doi:10.1016/j.electacta.2022.140700). Positive electrode entropic coefficient data are from Gerver and Meyers 2011 (doi:10.1149/1.3591799). Other thermal properties are estimated.",
    "set_id": "https://w3id.org/battinfo/spec/1e31-69dh-s500-h9j4"
  },
  "provenance": {
    "source_type": "literature",
    "retrieved_at": 1789900000,
    "battinfo_version": "0.7.0",
    "source_url": "https://github.com/FaradayInstitution/BPX/blob/main/examples/lfp_18650_cell_BPX.json",
    "citation": "https://github.com/FaradayInstitution/BPX"
  },
  "license": "mit",
  "notes": [
    "Imported from the FaradayInstitution/BPX examples (MIT licence, (c) 2022 University of Oxford)."
  ]
}

Emitted by record_to_jsonld, hosted-context mode.

{
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  "@id": "https://w3id.org/battinfo/spec/2563-gee9-ppq0-8p2r",
  "@type": "schema:Dataset",
  "schema:name": "BPX LFP 18650 - negative electrode material",
  "schema:description": "LFP|graphite 2 Ah cylindrical 18650 cell. Parameterisation by About:Energy Limited (aboutenergy.io), December 2022, based on cell cycling data, and electrode data gathered after cell teardown. Electrolyte properties from Nyman et al. 2008 (doi:10.1016/j.electacta.2008.04.023). Negative electrode entropic coefficient data are from O'Regan et al. 2022 (doi:10.1016/j.electacta.2022.140700). Positive electrode entropic coefficient data are from Gerver and Meyers 2011 (doi:10.1149/1.3591799). Other thermal properties are estimated.",
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}
BPX LFP 18650 - positive electrode build (parameter-set)

The record ships in the installed wheel — load it as a starting point:

import json
from importlib import resources

record = json.loads(
    resources.files("battinfo")
    .joinpath("data/examples/parameter-set/parameter-set-sa76-qhyc-pesq-jvge.json")
    .read_text(encoding="utf-8")
)
{
  "schema_version": "0.2.0",
  "parameter_set": {
    "id": "https://w3id.org/battinfo/spec/sa76-qhyc-pesq-jvge",
    "short_id": "sa76qh",
    "name": "BPX LFP 18650 - positive electrode build",
    "cell_spec_id": "https://w3id.org/battinfo/spec/b10q-6qh6-3v2x-4sp7",
    "scope": "electrode",
    "claims": [
      {
        "parameter": "thickness",
        "quantity": {
          "value": 6.43e-05,
          "unit": "m"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "electronic_conductivity",
        "quantity": {
          "value": 0.8,
          "unit": "S/m"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "surface_area_per_volume",
        "quantity": {
          "value": 4418460.0,
          "unit": "1/m"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "porosity",
        "quantity": {
          "value": 0.20359,
          "unit": "1"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "transport_efficiency",
        "quantity": {
          "value": 0.09186,
          "unit": "1"
        },
        "provenance_class": "fitted"
      }
    ],
    "electrode_polarity": "positive",
    "model_context": {
      "tool": "BPX",
      "name": "Parameterisation example of an LFP|graphite 2 Ah cylindrical 18650 cell.",
      "model": "DFN",
      "version": "0.1.0"
    },
    "description": "LFP|graphite 2 Ah cylindrical 18650 cell. Parameterisation by About:Energy Limited (aboutenergy.io), December 2022, based on cell cycling data, and electrode data gathered after cell teardown. Electrolyte properties from Nyman et al. 2008 (doi:10.1016/j.electacta.2008.04.023). Negative electrode entropic coefficient data are from O'Regan et al. 2022 (doi:10.1016/j.electacta.2022.140700). Positive electrode entropic coefficient data are from Gerver and Meyers 2011 (doi:10.1149/1.3591799). Other thermal properties are estimated.",
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    "citation": "https://github.com/FaradayInstitution/BPX"
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  "license": "mit",
  "notes": [
    "Imported from the FaradayInstitution/BPX examples (MIT licence, (c) 2022 University of Oxford)."
  ]
}

Emitted by record_to_jsonld, hosted-context mode.

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    "@id": "https://spdx.org/licenses/MIT.html"
  }
}
BPX LFP 18650 - positive electrode material (parameter-set)

The record ships in the installed wheel — load it as a starting point:

import json
from importlib import resources

record = json.loads(
    resources.files("battinfo")
    .joinpath("data/examples/parameter-set/parameter-set-956b-frrf-hfg6-m4d9.json")
    .read_text(encoding="utf-8")
)
{
  "schema_version": "0.2.0",
  "parameter_set": {
    "id": "https://w3id.org/battinfo/spec/956b-frrf-hfg6-m4d9",
    "short_id": "956bfr",
    "name": "BPX LFP 18650 - positive electrode material",
    "material_kind": "lfp",
    "scope": "material",
    "claims": [
      {
        "parameter": "particle_radius",
        "quantity": {
          "value": 5e-07,
          "unit": "m"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "solid_diffusivity",
        "quantity": {
          "value": 6.873e-17,
          "unit": "m2/s"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "ocp",
        "expression": {
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          "language": "bpx",
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          "y": [
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            2.0299e-05,
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          "y_unit": "V/K"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "reaction_rate_constant",
        "quantity": {
          "value": 9.736e-07,
          "unit": "mol.m-2.s-1"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "stoichiometry_min",
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          "unit": "1"
        },
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      {
        "parameter": "stoichiometry_max",
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          "unit": "1"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "max_concentration",
        "quantity": {
          "value": 21200.0,
          "unit": "mol/m3"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "diffusivity_activation_energy",
        "quantity": {
          "value": 80000.0,
          "unit": "J/mol"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "reaction_rate_activation_energy",
        "quantity": {
          "value": 35000.0,
          "unit": "J/mol"
        },
        "provenance_class": "fitted"
      }
    ],
    "model_context": {
      "tool": "BPX",
      "name": "Parameterisation example of an LFP|graphite 2 Ah cylindrical 18650 cell.",
      "model": "DFN",
      "version": "0.1.0"
    },
    "description": "LFP|graphite 2 Ah cylindrical 18650 cell. Parameterisation by About:Energy Limited (aboutenergy.io), December 2022, based on cell cycling data, and electrode data gathered after cell teardown. Electrolyte properties from Nyman et al. 2008 (doi:10.1016/j.electacta.2008.04.023). Negative electrode entropic coefficient data are from O'Regan et al. 2022 (doi:10.1016/j.electacta.2022.140700). Positive electrode entropic coefficient data are from Gerver and Meyers 2011 (doi:10.1149/1.3591799). Other thermal properties are estimated.",
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    "citation": "https://github.com/FaradayInstitution/BPX"
  },
  "license": "mit",
  "notes": [
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}

Emitted by record_to_jsonld, hosted-context mode.

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}
BPX LFP 18650 - separator (parameter-set)

The record ships in the installed wheel — load it as a starting point:

import json
from importlib import resources

record = json.loads(
    resources.files("battinfo")
    .joinpath("data/examples/parameter-set/parameter-set-4gvn-f7sq-cchp-36rm.json")
    .read_text(encoding="utf-8")
)
{
  "schema_version": "0.2.0",
  "parameter_set": {
    "id": "https://w3id.org/battinfo/spec/4gvn-f7sq-cchp-36rm",
    "short_id": "4gvnf7",
    "name": "BPX LFP 18650 - separator",
    "cell_spec_id": "https://w3id.org/battinfo/spec/b10q-6qh6-3v2x-4sp7",
    "scope": "separator",
    "claims": [
      {
        "parameter": "thickness",
        "quantity": {
          "value": 2e-05,
          "unit": "m"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "porosity",
        "quantity": {
          "value": 0.47,
          "unit": "1"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "transport_efficiency",
        "quantity": {
          "value": 0.3222,
          "unit": "1"
        },
        "provenance_class": "fitted"
      }
    ],
    "model_context": {
      "tool": "BPX",
      "name": "Parameterisation example of an LFP|graphite 2 Ah cylindrical 18650 cell.",
      "model": "DFN",
      "version": "0.1.0"
    },
    "description": "LFP|graphite 2 Ah cylindrical 18650 cell. Parameterisation by About:Energy Limited (aboutenergy.io), December 2022, based on cell cycling data, and electrode data gathered after cell teardown. Electrolyte properties from Nyman et al. 2008 (doi:10.1016/j.electacta.2008.04.023). Negative electrode entropic coefficient data are from O'Regan et al. 2022 (doi:10.1016/j.electacta.2022.140700). Positive electrode entropic coefficient data are from Gerver and Meyers 2011 (doi:10.1149/1.3591799). Other thermal properties are estimated.",
    "set_id": "https://w3id.org/battinfo/spec/1e31-69dh-s500-h9j4"
  },
  "provenance": {
    "source_type": "literature",
    "retrieved_at": 1789900000,
    "battinfo_version": "0.7.0",
    "source_url": "https://github.com/FaradayInstitution/BPX/blob/main/examples/lfp_18650_cell_BPX.json",
    "citation": "https://github.com/FaradayInstitution/BPX"
  },
  "license": "mit",
  "notes": [
    "Imported from the FaradayInstitution/BPX examples (MIT licence, (c) 2022 University of Oxford)."
  ]
}

Emitted by record_to_jsonld, hosted-context mode.

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  "@id": "https://w3id.org/battinfo/spec/4gvn-f7sq-cchp-36rm",
  "@type": "schema:Dataset",
  "schema:name": "BPX LFP 18650 - separator",
  "schema:description": "LFP|graphite 2 Ah cylindrical 18650 cell. Parameterisation by About:Energy Limited (aboutenergy.io), December 2022, based on cell cycling data, and electrode data gathered after cell teardown. Electrolyte properties from Nyman et al. 2008 (doi:10.1016/j.electacta.2008.04.023). Negative electrode entropic coefficient data are from O'Regan et al. 2022 (doi:10.1016/j.electacta.2022.140700). Positive electrode entropic coefficient data are from Gerver and Meyers 2011 (doi:10.1149/1.3591799). Other thermal properties are estimated.",
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        "@type": "schema:PropertyValue",
        "schema:name": "provenance_class",
        "schema:value": "fitted"
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    },
    {
      "@type": [
        "battinfo:transportEfficiency",
        "ConventionalProperty"
      ],
      "skos:prefLabel": "transportEfficiency",
      "hasNumericalPart": {
        "@type": "RealData",
        "hasNumberValue": 0.3222
      },
      "hasMeasurementUnit": "https://w3id.org/emmo#EMMO_5ebd5e01_0ed3_49a2_a30d_cd05cbe72978",
      "schema:additionalProperty": {
        "@type": "schema:PropertyValue",
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        "schema:value": "fitted"
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    }
  ],
  "schema:isPartOf": {
    "@id": "https://w3id.org/battinfo/spec/1e31-69dh-s500-h9j4"
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  "schema:citation": {
    "@id": "https://github.com/FaradayInstitution/BPX",
    "@type": "schema:CreativeWork"
  },
  "schema:comment": "Imported from the FaradayInstitution/BPX examples (MIT licence, (c) 2022 University of Oxford).",
  "dcterms:license": {
    "@id": "https://spdx.org/licenses/MIT.html"
  }
}
BPX NMC111 pouch (parameter-set)

The record ships in the installed wheel — load it as a starting point:

import json
from importlib import resources

record = json.loads(
    resources.files("battinfo")
    .joinpath("data/examples/parameter-set/parameter-set-ma31-1g1r-m2x1-h7d2.json")
    .read_text(encoding="utf-8")
)
{
  "schema_version": "0.2.0",
  "parameter_set": {
    "id": "https://w3id.org/battinfo/spec/ma31-1g1r-m2x1-h7d2",
    "short_id": "ma311g",
    "name": "BPX NMC111 pouch",
    "cell_spec_id": "https://w3id.org/battinfo/spec/h9a9-pzge-8bvf-gss4",
    "scope": "cell",
    "members": {
      "negative_material": "https://w3id.org/battinfo/spec/nzk2-dv72-c12e-497h",
      "negative_electrode": "https://w3id.org/battinfo/spec/ftg3-krew-9dq5-mntm",
      "positive_material": "https://w3id.org/battinfo/spec/vdek-3ryx-83cq-0fcc",
      "positive_electrode": "https://w3id.org/battinfo/spec/wdd4-4r9a-zcc8-wnj1",
      "separator": "https://w3id.org/battinfo/spec/2wm3-4t64-h09k-ackh",
      "electrolyte": "https://w3id.org/battinfo/spec/2p6b-xrjf-jtcr-57hx"
    },
    "model_context": {
      "tool": "BPX",
      "name": "Parameterisation example of an NMC111|graphite 12.5 Ah pouch cell",
      "model": "DFN",
      "version": "0.1.0"
    },
    "description": "NMC111|graphite 12.5 Ah pouch cell. Parameterisation by About:Energy Limited (aboutenergy.io), December 2022, based on cell cycling data, and electrode data gathered after cell teardown. Electrolyte properties from Nyman et al. 2008 (doi:10.1016/j.electacta.2008.04.023). Negative electrode entropic coefficient data are from O'Regan et al. 2022 (doi:10.1016/j.electacta.2022.140700). Positive electrode entropic coefficient data are from Viswanathan et al. 2010 (doi:10.1016/j.jpowsour.2009.11.103). Other thermal properties are estimated."
  },
  "provenance": {
    "source_type": "literature",
    "retrieved_at": 1789900000,
    "battinfo_version": "0.7.0",
    "source_url": "https://github.com/FaradayInstitution/BPX/blob/main/examples/nmc_pouch_cell_BPX.json",
    "citation": "https://github.com/FaradayInstitution/BPX"
  },
  "license": "mit",
  "notes": [
    "Imported from the FaradayInstitution/BPX examples (MIT licence, (c) 2022 University of Oxford)."
  ]
}

Emitted by record_to_jsonld, hosted-context mode.

{
  "@context": "https://w3id.org/battinfo/context/records/v1.json",
  "@id": "https://w3id.org/battinfo/spec/ma31-1g1r-m2x1-h7d2",
  "@type": "schema:Dataset",
  "schema:name": "BPX NMC111 pouch",
  "schema:description": "NMC111|graphite 12.5 Ah pouch cell. Parameterisation by About:Energy Limited (aboutenergy.io), December 2022, based on cell cycling data, and electrode data gathered after cell teardown. Electrolyte properties from Nyman et al. 2008 (doi:10.1016/j.electacta.2008.04.023). Negative electrode entropic coefficient data are from O'Regan et al. 2022 (doi:10.1016/j.electacta.2022.140700). Positive electrode entropic coefficient data are from Viswanathan et al. 2010 (doi:10.1016/j.jpowsour.2009.11.103). Other thermal properties are estimated.",
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    "@id": "https://w3id.org/battinfo/spec/h9a9-pzge-8bvf-gss4"
  },
  "schema:additionalProperty": [
    {
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      "schema:name": "scope",
      "schema:value": "cell"
    },
    {
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      "schema:name": "source_model",
      "schema:value": "DFN"
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_name",
      "schema:value": "Parameterisation example of an NMC111|graphite 12.5 Ah pouch cell"
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_tool",
      "schema:value": "BPX"
    },
    {
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      "schema:value": "0.1.0"
    }
  ],
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    {
      "@id": "https://w3id.org/battinfo/spec/2p6b-xrjf-jtcr-57hx"
    },
    {
      "@id": "https://w3id.org/battinfo/spec/ftg3-krew-9dq5-mntm"
    },
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    },
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  ],
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  "dcterms:license": {
    "@id": "https://spdx.org/licenses/MIT.html"
  }
}
BPX NMC111 pouch - electrolyte (parameter-set)

The record ships in the installed wheel — load it as a starting point:

import json
from importlib import resources

record = json.loads(
    resources.files("battinfo")
    .joinpath("data/examples/parameter-set/parameter-set-2p6b-xrjf-jtcr-57hx.json")
    .read_text(encoding="utf-8")
)
{
  "schema_version": "0.2.0",
  "parameter_set": {
    "id": "https://w3id.org/battinfo/spec/2p6b-xrjf-jtcr-57hx",
    "short_id": "2p6bxr",
    "name": "BPX NMC111 pouch - electrolyte",
    "cell_spec_id": "https://w3id.org/battinfo/spec/h9a9-pzge-8bvf-gss4",
    "scope": "electrolyte",
    "claims": [
      {
        "parameter": "diffusivity_activation_energy",
        "quantity": {
          "value": 17100.0,
          "unit": "J/mol"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "initial_concentration",
        "quantity": {
          "value": 1000.0,
          "unit": "mol/m3"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "transference_number",
        "quantity": {
          "value": 0.2594,
          "unit": "1"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "ionic_conductivity",
        "expression": {
          "text": "0.1297 * (x / 1000) ** 3 - 2.51 * (x / 1000) ** 1.5 + 3.329 * (x / 1000)",
          "language": "bpx",
          "argument": "x"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "electrolyte_diffusivity",
        "expression": {
          "text": "8.794e-11 * (x / 1000) ** 2 - 3.972e-10 * (x / 1000) + 4.862e-10",
          "language": "bpx",
          "argument": "x"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "conductivity_activation_energy",
        "quantity": {
          "value": 17100.0,
          "unit": "J/mol"
        },
        "provenance_class": "fitted"
      }
    ],
    "model_context": {
      "tool": "BPX",
      "name": "Parameterisation example of an NMC111|graphite 12.5 Ah pouch cell",
      "model": "DFN",
      "version": "0.1.0"
    },
    "description": "NMC111|graphite 12.5 Ah pouch cell. Parameterisation by About:Energy Limited (aboutenergy.io), December 2022, based on cell cycling data, and electrode data gathered after cell teardown. Electrolyte properties from Nyman et al. 2008 (doi:10.1016/j.electacta.2008.04.023). Negative electrode entropic coefficient data are from O'Regan et al. 2022 (doi:10.1016/j.electacta.2022.140700). Positive electrode entropic coefficient data are from Viswanathan et al. 2010 (doi:10.1016/j.jpowsour.2009.11.103). Other thermal properties are estimated.",
    "set_id": "https://w3id.org/battinfo/spec/ma31-1g1r-m2x1-h7d2"
  },
  "provenance": {
    "source_type": "literature",
    "retrieved_at": 1789900000,
    "battinfo_version": "0.7.0",
    "source_url": "https://github.com/FaradayInstitution/BPX/blob/main/examples/nmc_pouch_cell_BPX.json",
    "citation": "https://github.com/FaradayInstitution/BPX"
  },
  "license": "mit",
  "notes": [
    "Imported from the FaradayInstitution/BPX examples (MIT licence, (c) 2022 University of Oxford)."
  ]
}

Emitted by record_to_jsonld, hosted-context mode.

{
  "@context": "https://w3id.org/battinfo/context/records/v1.json",
  "@id": "https://w3id.org/battinfo/spec/2p6b-xrjf-jtcr-57hx",
  "@type": "schema:Dataset",
  "schema:name": "BPX NMC111 pouch - electrolyte",
  "schema:description": "NMC111|graphite 12.5 Ah pouch cell. Parameterisation by About:Energy Limited (aboutenergy.io), December 2022, based on cell cycling data, and electrode data gathered after cell teardown. Electrolyte properties from Nyman et al. 2008 (doi:10.1016/j.electacta.2008.04.023). Negative electrode entropic coefficient data are from O'Regan et al. 2022 (doi:10.1016/j.electacta.2022.140700). Positive electrode entropic coefficient data are from Viswanathan et al. 2010 (doi:10.1016/j.jpowsour.2009.11.103). Other thermal properties are estimated.",
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  "schema:additionalProperty": [
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      "schema:name": "scope",
      "schema:value": "electrolyte"
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      "schema:name": "source_model",
      "schema:value": "DFN"
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_name",
      "schema:value": "Parameterisation example of an NMC111|graphite 12.5 Ah pouch cell"
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_tool",
      "schema:value": "BPX"
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      "schema:value": "0.1.0"
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        "schema:name": "provenance_class",
        "schema:value": "fitted"
      }
    }
  ],
  "schema:variableMeasured": [
    {
      "@type": "schema:PropertyValue",
      "schema:name": "ionic_conductivity",
      "schema:value": "0.1297 * (x / 1000) ** 3 - 2.51 * (x / 1000) ** 1.5 + 3.329 * (x / 1000)",
      "schema:description": "expression (bpx)",
      "schema:additionalProperty": {
        "@type": "schema:PropertyValue",
        "schema:name": "provenance_class",
        "schema:value": "fitted"
      }
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "electrolyte_diffusivity",
      "schema:value": "8.794e-11 * (x / 1000) ** 2 - 3.972e-10 * (x / 1000) + 4.862e-10",
      "schema:description": "expression (bpx)",
      "schema:additionalProperty": {
        "@type": "schema:PropertyValue",
        "schema:name": "provenance_class",
        "schema:value": "fitted"
      }
    }
  ],
  "schema:isPartOf": {
    "@id": "https://w3id.org/battinfo/spec/ma31-1g1r-m2x1-h7d2"
  },
  "schema:citation": {
    "@id": "https://github.com/FaradayInstitution/BPX",
    "@type": "schema:CreativeWork"
  },
  "schema:comment": "Imported from the FaradayInstitution/BPX examples (MIT licence, (c) 2022 University of Oxford).",
  "dcterms:license": {
    "@id": "https://spdx.org/licenses/MIT.html"
  }
}
BPX NMC111 pouch - negative electrode build (parameter-set)

The record ships in the installed wheel — load it as a starting point:

import json
from importlib import resources

record = json.loads(
    resources.files("battinfo")
    .joinpath("data/examples/parameter-set/parameter-set-ftg3-krew-9dq5-mntm.json")
    .read_text(encoding="utf-8")
)
{
  "schema_version": "0.2.0",
  "parameter_set": {
    "id": "https://w3id.org/battinfo/spec/ftg3-krew-9dq5-mntm",
    "short_id": "ftg3kr",
    "name": "BPX NMC111 pouch - negative electrode build",
    "cell_spec_id": "https://w3id.org/battinfo/spec/h9a9-pzge-8bvf-gss4",
    "scope": "electrode",
    "claims": [
      {
        "parameter": "thickness",
        "quantity": {
          "value": 5.62e-05,
          "unit": "m"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "electronic_conductivity",
        "quantity": {
          "value": 0.222,
          "unit": "S/m"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "surface_area_per_volume",
        "quantity": {
          "value": 499522.0,
          "unit": "1/m"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "porosity",
        "quantity": {
          "value": 0.253991,
          "unit": "1"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "transport_efficiency",
        "quantity": {
          "value": 0.128,
          "unit": "1"
        },
        "provenance_class": "fitted"
      }
    ],
    "electrode_polarity": "negative",
    "model_context": {
      "tool": "BPX",
      "name": "Parameterisation example of an NMC111|graphite 12.5 Ah pouch cell",
      "model": "DFN",
      "version": "0.1.0"
    },
    "description": "NMC111|graphite 12.5 Ah pouch cell. Parameterisation by About:Energy Limited (aboutenergy.io), December 2022, based on cell cycling data, and electrode data gathered after cell teardown. Electrolyte properties from Nyman et al. 2008 (doi:10.1016/j.electacta.2008.04.023). Negative electrode entropic coefficient data are from O'Regan et al. 2022 (doi:10.1016/j.electacta.2022.140700). Positive electrode entropic coefficient data are from Viswanathan et al. 2010 (doi:10.1016/j.jpowsour.2009.11.103). Other thermal properties are estimated.",
    "set_id": "https://w3id.org/battinfo/spec/ma31-1g1r-m2x1-h7d2"
  },
  "provenance": {
    "source_type": "literature",
    "retrieved_at": 1789900000,
    "battinfo_version": "0.7.0",
    "source_url": "https://github.com/FaradayInstitution/BPX/blob/main/examples/nmc_pouch_cell_BPX.json",
    "citation": "https://github.com/FaradayInstitution/BPX"
  },
  "license": "mit",
  "notes": [
    "Imported from the FaradayInstitution/BPX examples (MIT licence, (c) 2022 University of Oxford)."
  ]
}

Emitted by record_to_jsonld, hosted-context mode.

{
  "@context": "https://w3id.org/battinfo/context/records/v1.json",
  "@id": "https://w3id.org/battinfo/spec/ftg3-krew-9dq5-mntm",
  "@type": "schema:Dataset",
  "schema:name": "BPX NMC111 pouch - negative electrode build",
  "schema:description": "NMC111|graphite 12.5 Ah pouch cell. Parameterisation by About:Energy Limited (aboutenergy.io), December 2022, based on cell cycling data, and electrode data gathered after cell teardown. Electrolyte properties from Nyman et al. 2008 (doi:10.1016/j.electacta.2008.04.023). Negative electrode entropic coefficient data are from O'Regan et al. 2022 (doi:10.1016/j.electacta.2022.140700). Positive electrode entropic coefficient data are from Viswanathan et al. 2010 (doi:10.1016/j.jpowsour.2009.11.103). Other thermal properties are estimated.",
  "schema:about": {
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  },
  "schema:additionalProperty": [
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      "schema:name": "scope",
      "schema:value": "electrode"
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      "schema:name": "electrode_polarity",
      "schema:value": "negative"
    },
    {
      "@type": "schema:PropertyValue",
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      "schema:value": "DFN"
    },
    {
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  "dcterms:license": {
    "@id": "https://spdx.org/licenses/MIT.html"
  }
}
BPX NMC111 pouch - negative electrode material (parameter-set)

The record ships in the installed wheel — load it as a starting point:

import json
from importlib import resources

record = json.loads(
    resources.files("battinfo")
    .joinpath("data/examples/parameter-set/parameter-set-nzk2-dv72-c12e-497h.json")
    .read_text(encoding="utf-8")
)
{
  "schema_version": "0.2.0",
  "parameter_set": {
    "id": "https://w3id.org/battinfo/spec/nzk2-dv72-c12e-497h",
    "short_id": "nzk2dv",
    "name": "BPX NMC111 pouch - negative electrode material",
    "material_kind": "graphite",
    "scope": "material",
    "claims": [
      {
        "parameter": "particle_radius",
        "quantity": {
          "value": 4.12e-06,
          "unit": "m"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "solid_diffusivity",
        "quantity": {
          "value": 2.728e-14,
          "unit": "m2/s"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "ocp",
        "expression": {
          "text": "9.47057878e-01 * exp(-1.59418743e+02  * x) - 3.50928033e+04 + 1.64230269e-01 * tanh(-4.55509094e+01 * (x - 3.24116012e-02 )) + 3.69968491e-02 * tanh(-1.96718868e+01 * (x - 1.68334476e-01)) + 1.91517003e+04 * tanh(3.19648312e+00 * (x - 1.85139824e+00)) + 5.42448511e+04 * tanh(-3.19009848e+00 * (x - 2.01660395e+00))",
          "language": "bpx",
          "argument": "x"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "entropic_coefficient",
        "expression": {
          "text": "(-0.1112 * x + 0.02914 + 0.3561 * exp(-((x - 0.08309) ** 2) / 0.004616)) / 1000",
          "language": "bpx",
          "argument": "x"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "reaction_rate_constant",
        "quantity": {
          "value": 5.199e-06,
          "unit": "mol.m-2.s-1"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "stoichiometry_min",
        "quantity": {
          "value": 0.005504,
          "unit": "1"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "stoichiometry_max",
        "quantity": {
          "value": 0.75668,
          "unit": "1"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "max_concentration",
        "quantity": {
          "value": 29730.0,
          "unit": "mol/m3"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "diffusivity_activation_energy",
        "quantity": {
          "value": 30000.0,
          "unit": "J/mol"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "reaction_rate_activation_energy",
        "quantity": {
          "value": 55000.0,
          "unit": "J/mol"
        },
        "provenance_class": "fitted"
      }
    ],
    "model_context": {
      "tool": "BPX",
      "name": "Parameterisation example of an NMC111|graphite 12.5 Ah pouch cell",
      "model": "DFN",
      "version": "0.1.0"
    },
    "description": "NMC111|graphite 12.5 Ah pouch cell. Parameterisation by About:Energy Limited (aboutenergy.io), December 2022, based on cell cycling data, and electrode data gathered after cell teardown. Electrolyte properties from Nyman et al. 2008 (doi:10.1016/j.electacta.2008.04.023). Negative electrode entropic coefficient data are from O'Regan et al. 2022 (doi:10.1016/j.electacta.2022.140700). Positive electrode entropic coefficient data are from Viswanathan et al. 2010 (doi:10.1016/j.jpowsour.2009.11.103). Other thermal properties are estimated.",
    "set_id": "https://w3id.org/battinfo/spec/ma31-1g1r-m2x1-h7d2"
  },
  "provenance": {
    "source_type": "literature",
    "retrieved_at": 1789900000,
    "battinfo_version": "0.7.0",
    "source_url": "https://github.com/FaradayInstitution/BPX/blob/main/examples/nmc_pouch_cell_BPX.json",
    "citation": "https://github.com/FaradayInstitution/BPX"
  },
  "license": "mit",
  "notes": [
    "Imported from the FaradayInstitution/BPX examples (MIT licence, (c) 2022 University of Oxford)."
  ]
}

Emitted by record_to_jsonld, hosted-context mode.

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  "@context": "https://w3id.org/battinfo/context/records/v1.json",
  "@id": "https://w3id.org/battinfo/spec/nzk2-dv72-c12e-497h",
  "@type": "schema:Dataset",
  "schema:name": "BPX NMC111 pouch - negative electrode material",
  "schema:description": "NMC111|graphite 12.5 Ah pouch cell. Parameterisation by About:Energy Limited (aboutenergy.io), December 2022, based on cell cycling data, and electrode data gathered after cell teardown. Electrolyte properties from Nyman et al. 2008 (doi:10.1016/j.electacta.2008.04.023). Negative electrode entropic coefficient data are from O'Regan et al. 2022 (doi:10.1016/j.electacta.2022.140700). Positive electrode entropic coefficient data are from Viswanathan et al. 2010 (doi:10.1016/j.jpowsour.2009.11.103). Other thermal properties are estimated.",
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    "@type": "Graphite",
    "@id": "https://w3id.org/emmo/domain/chemical-substance#substance_d53259a7_0d9c_48b9_a6c1_4418169df303",
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      "schema:value": "DFN"
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_name",
      "schema:value": "Parameterisation example of an NMC111|graphite 12.5 Ah pouch cell"
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      "schema:name": "source_tool",
      "schema:value": "BPX"
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      "skos:prefLabel": "solidDiffusivity",
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      "skos:prefLabel": "ReactionRateConstant",
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        "@type": "RealData",
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      "schema:unitText": "mol.m-2.s-1",
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        "schema:value": "fitted"
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        "@type": "schema:PropertyValue",
        "schema:name": "provenance_class",
        "schema:value": "fitted"
      }
    }
  ],
  "schema:variableMeasured": [
    {
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      "schema:name": "ocp",
      "schema:value": "9.47057878e-01 * exp(-1.59418743e+02  * x) - 3.50928033e+04 + 1.64230269e-01 * tanh(-4.55509094e+01 * (x - 3.24116012e-02 )) + 3.69968491e-02 * tanh(-1.96718868e+01 * (x - 1.68334476e-01)) + 1.91517003e+04 * tanh(3.19648312e+00 * (x - 1.85139824e+00)) + 5.42448511e+04 * tanh(-3.19009848e+00 * (x - 2.01660395e+00))",
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        "@type": "schema:PropertyValue",
        "schema:name": "provenance_class",
        "schema:value": "fitted"
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    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "entropic_coefficient",
      "schema:value": "(-0.1112 * x + 0.02914 + 0.3561 * exp(-((x - 0.08309) ** 2) / 0.004616)) / 1000",
      "schema:description": "expression (bpx)",
      "schema:additionalProperty": {
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        "schema:name": "provenance_class",
        "schema:value": "fitted"
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    "@id": "https://w3id.org/battinfo/spec/ma31-1g1r-m2x1-h7d2"
  },
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    "@id": "https://github.com/FaradayInstitution/BPX",
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  "schema:comment": "Imported from the FaradayInstitution/BPX examples (MIT licence, (c) 2022 University of Oxford).",
  "dcterms:license": {
    "@id": "https://spdx.org/licenses/MIT.html"
  }
}
BPX NMC111 pouch - positive electrode build (parameter-set)

The record ships in the installed wheel — load it as a starting point:

import json
from importlib import resources

record = json.loads(
    resources.files("battinfo")
    .joinpath("data/examples/parameter-set/parameter-set-wdd4-4r9a-zcc8-wnj1.json")
    .read_text(encoding="utf-8")
)
{
  "schema_version": "0.2.0",
  "parameter_set": {
    "id": "https://w3id.org/battinfo/spec/wdd4-4r9a-zcc8-wnj1",
    "short_id": "wdd44r",
    "name": "BPX NMC111 pouch - positive electrode build",
    "cell_spec_id": "https://w3id.org/battinfo/spec/h9a9-pzge-8bvf-gss4",
    "scope": "electrode",
    "claims": [
      {
        "parameter": "thickness",
        "quantity": {
          "value": 5.23e-05,
          "unit": "m"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "electronic_conductivity",
        "quantity": {
          "value": 0.789,
          "unit": "S/m"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "surface_area_per_volume",
        "quantity": {
          "value": 432072.0,
          "unit": "1/m"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "porosity",
        "quantity": {
          "value": 0.277493,
          "unit": "1"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "transport_efficiency",
        "quantity": {
          "value": 0.1462,
          "unit": "1"
        },
        "provenance_class": "fitted"
      }
    ],
    "electrode_polarity": "positive",
    "model_context": {
      "tool": "BPX",
      "name": "Parameterisation example of an NMC111|graphite 12.5 Ah pouch cell",
      "model": "DFN",
      "version": "0.1.0"
    },
    "description": "NMC111|graphite 12.5 Ah pouch cell. Parameterisation by About:Energy Limited (aboutenergy.io), December 2022, based on cell cycling data, and electrode data gathered after cell teardown. Electrolyte properties from Nyman et al. 2008 (doi:10.1016/j.electacta.2008.04.023). Negative electrode entropic coefficient data are from O'Regan et al. 2022 (doi:10.1016/j.electacta.2022.140700). Positive electrode entropic coefficient data are from Viswanathan et al. 2010 (doi:10.1016/j.jpowsour.2009.11.103). Other thermal properties are estimated.",
    "set_id": "https://w3id.org/battinfo/spec/ma31-1g1r-m2x1-h7d2"
  },
  "provenance": {
    "source_type": "literature",
    "retrieved_at": 1789900000,
    "battinfo_version": "0.7.0",
    "source_url": "https://github.com/FaradayInstitution/BPX/blob/main/examples/nmc_pouch_cell_BPX.json",
    "citation": "https://github.com/FaradayInstitution/BPX"
  },
  "license": "mit",
  "notes": [
    "Imported from the FaradayInstitution/BPX examples (MIT licence, (c) 2022 University of Oxford)."
  ]
}

Emitted by record_to_jsonld, hosted-context mode.

{
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  "@id": "https://w3id.org/battinfo/spec/wdd4-4r9a-zcc8-wnj1",
  "@type": "schema:Dataset",
  "schema:name": "BPX NMC111 pouch - positive electrode build",
  "schema:description": "NMC111|graphite 12.5 Ah pouch cell. Parameterisation by About:Energy Limited (aboutenergy.io), December 2022, based on cell cycling data, and electrode data gathered after cell teardown. Electrolyte properties from Nyman et al. 2008 (doi:10.1016/j.electacta.2008.04.023). Negative electrode entropic coefficient data are from O'Regan et al. 2022 (doi:10.1016/j.electacta.2022.140700). Positive electrode entropic coefficient data are from Viswanathan et al. 2010 (doi:10.1016/j.jpowsour.2009.11.103). Other thermal properties are estimated.",
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}
BPX NMC111 pouch - positive electrode material (parameter-set)

The record ships in the installed wheel — load it as a starting point:

import json
from importlib import resources

record = json.loads(
    resources.files("battinfo")
    .joinpath("data/examples/parameter-set/parameter-set-vdek-3ryx-83cq-0fcc.json")
    .read_text(encoding="utf-8")
)
{
  "schema_version": "0.2.0",
  "parameter_set": {
    "id": "https://w3id.org/battinfo/spec/vdek-3ryx-83cq-0fcc",
    "short_id": "vdek3r",
    "name": "BPX NMC111 pouch - positive electrode material",
    "material_kind": "nmc111",
    "scope": "material",
    "claims": [
      {
        "parameter": "particle_radius",
        "quantity": {
          "value": 4.6e-06,
          "unit": "m"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "solid_diffusivity",
        "quantity": {
          "value": 3.2e-14,
          "unit": "m2/s"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "ocp",
        "expression": {
          "text": "-3.04420906 * x + 10.04892207 - 0.65637536 * tanh(-4.02134095 * (x - 0.80063948)) + 4.24678547 * tanh(12.17805062 * (x - 7.57659337)) - 0.3757068 * tanh(59.33067782 * (x - 0.99784492))",
          "language": "bpx",
          "argument": "x"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "entropic_coefficient",
        "quantity": {
          "value": -0.0001,
          "unit": "V/K"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "reaction_rate_constant",
        "quantity": {
          "value": 2.305e-05,
          "unit": "mol.m-2.s-1"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "stoichiometry_min",
        "quantity": {
          "value": 0.42424,
          "unit": "1"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "stoichiometry_max",
        "quantity": {
          "value": 0.9621,
          "unit": "1"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "max_concentration",
        "quantity": {
          "value": 46200.0,
          "unit": "mol/m3"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "diffusivity_activation_energy",
        "quantity": {
          "value": 15000.0,
          "unit": "J/mol"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "reaction_rate_activation_energy",
        "quantity": {
          "value": 35000.0,
          "unit": "J/mol"
        },
        "provenance_class": "fitted"
      }
    ],
    "model_context": {
      "tool": "BPX",
      "name": "Parameterisation example of an NMC111|graphite 12.5 Ah pouch cell",
      "model": "DFN",
      "version": "0.1.0"
    },
    "description": "NMC111|graphite 12.5 Ah pouch cell. Parameterisation by About:Energy Limited (aboutenergy.io), December 2022, based on cell cycling data, and electrode data gathered after cell teardown. Electrolyte properties from Nyman et al. 2008 (doi:10.1016/j.electacta.2008.04.023). Negative electrode entropic coefficient data are from O'Regan et al. 2022 (doi:10.1016/j.electacta.2022.140700). Positive electrode entropic coefficient data are from Viswanathan et al. 2010 (doi:10.1016/j.jpowsour.2009.11.103). Other thermal properties are estimated.",
    "set_id": "https://w3id.org/battinfo/spec/ma31-1g1r-m2x1-h7d2"
  },
  "provenance": {
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    "battinfo_version": "0.7.0",
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    "citation": "https://github.com/FaradayInstitution/BPX"
  },
  "license": "mit",
  "notes": [
    "Imported from the FaradayInstitution/BPX examples (MIT licence, (c) 2022 University of Oxford)."
  ]
}

Emitted by record_to_jsonld, hosted-context mode.

{
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  "@id": "https://w3id.org/battinfo/spec/vdek-3ryx-83cq-0fcc",
  "@type": "schema:Dataset",
  "schema:name": "BPX NMC111 pouch - positive electrode material",
  "schema:description": "NMC111|graphite 12.5 Ah pouch cell. Parameterisation by About:Energy Limited (aboutenergy.io), December 2022, based on cell cycling data, and electrode data gathered after cell teardown. Electrolyte properties from Nyman et al. 2008 (doi:10.1016/j.electacta.2008.04.023). Negative electrode entropic coefficient data are from O'Regan et al. 2022 (doi:10.1016/j.electacta.2022.140700). Positive electrode entropic coefficient data are from Viswanathan et al. 2010 (doi:10.1016/j.jpowsour.2009.11.103). Other thermal properties are estimated.",
  "schema:about": {
    "@type": "LithiumNickelManganeseCobaltOxide111",
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      "schema:value": "material"
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      "schema:value": "DFN"
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      "schema:value": "Parameterisation example of an NMC111|graphite 12.5 Ah pouch cell"
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}
BPX NMC111 pouch - separator (parameter-set)

The record ships in the installed wheel — load it as a starting point:

import json
from importlib import resources

record = json.loads(
    resources.files("battinfo")
    .joinpath("data/examples/parameter-set/parameter-set-2wm3-4t64-h09k-ackh.json")
    .read_text(encoding="utf-8")
)
{
  "schema_version": "0.2.0",
  "parameter_set": {
    "id": "https://w3id.org/battinfo/spec/2wm3-4t64-h09k-ackh",
    "short_id": "2wm34t",
    "name": "BPX NMC111 pouch - separator",
    "cell_spec_id": "https://w3id.org/battinfo/spec/h9a9-pzge-8bvf-gss4",
    "scope": "separator",
    "claims": [
      {
        "parameter": "thickness",
        "quantity": {
          "value": 2e-05,
          "unit": "m"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "porosity",
        "quantity": {
          "value": 0.47,
          "unit": "1"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "transport_efficiency",
        "quantity": {
          "value": 0.3222,
          "unit": "1"
        },
        "provenance_class": "fitted"
      }
    ],
    "model_context": {
      "tool": "BPX",
      "name": "Parameterisation example of an NMC111|graphite 12.5 Ah pouch cell",
      "model": "DFN",
      "version": "0.1.0"
    },
    "description": "NMC111|graphite 12.5 Ah pouch cell. Parameterisation by About:Energy Limited (aboutenergy.io), December 2022, based on cell cycling data, and electrode data gathered after cell teardown. Electrolyte properties from Nyman et al. 2008 (doi:10.1016/j.electacta.2008.04.023). Negative electrode entropic coefficient data are from O'Regan et al. 2022 (doi:10.1016/j.electacta.2022.140700). Positive electrode entropic coefficient data are from Viswanathan et al. 2010 (doi:10.1016/j.jpowsour.2009.11.103). Other thermal properties are estimated.",
    "set_id": "https://w3id.org/battinfo/spec/ma31-1g1r-m2x1-h7d2"
  },
  "provenance": {
    "source_type": "literature",
    "retrieved_at": 1789900000,
    "battinfo_version": "0.7.0",
    "source_url": "https://github.com/FaradayInstitution/BPX/blob/main/examples/nmc_pouch_cell_BPX.json",
    "citation": "https://github.com/FaradayInstitution/BPX"
  },
  "license": "mit",
  "notes": [
    "Imported from the FaradayInstitution/BPX examples (MIT licence, (c) 2022 University of Oxford)."
  ]
}

Emitted by record_to_jsonld, hosted-context mode.

{
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  "@id": "https://w3id.org/battinfo/spec/2wm3-4t64-h09k-ackh",
  "@type": "schema:Dataset",
  "schema:name": "BPX NMC111 pouch - separator",
  "schema:description": "NMC111|graphite 12.5 Ah pouch cell. Parameterisation by About:Energy Limited (aboutenergy.io), December 2022, based on cell cycling data, and electrode data gathered after cell teardown. Electrolyte properties from Nyman et al. 2008 (doi:10.1016/j.electacta.2008.04.023). Negative electrode entropic coefficient data are from O'Regan et al. 2022 (doi:10.1016/j.electacta.2022.140700). Positive electrode entropic coefficient data are from Viswanathan et al. 2010 (doi:10.1016/j.jpowsour.2009.11.103). Other thermal properties are estimated.",
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      "schema:value": "DFN"
    },
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      "schema:value": "Parameterisation example of an NMC111|graphite 12.5 Ah pouch cell"
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  "dcterms:license": {
    "@id": "https://spdx.org/licenses/MIT.html"
  }
}
BPX NMC111 pouch SPM (parameter-set)

The record ships in the installed wheel — load it as a starting point:

import json
from importlib import resources

record = json.loads(
    resources.files("battinfo")
    .joinpath("data/examples/parameter-set/parameter-set-zwap-fsws-m4yx-p5pp.json")
    .read_text(encoding="utf-8")
)
{
  "schema_version": "0.2.0",
  "parameter_set": {
    "id": "https://w3id.org/battinfo/spec/zwap-fsws-m4yx-p5pp",
    "short_id": "zwapfs",
    "name": "BPX NMC111 pouch SPM",
    "cell_spec_id": "https://w3id.org/battinfo/spec/a91f-kqde-1hrg-fenr",
    "scope": "cell",
    "members": {
      "negative_material": "https://w3id.org/battinfo/spec/z3ac-1me1-hsfd-pa56",
      "negative_electrode": "https://w3id.org/battinfo/spec/3n1b-f8n3-zrtc-psjs",
      "positive_material": "https://w3id.org/battinfo/spec/f4tg-ahwq-1mgt-xn7x",
      "positive_electrode": "https://w3id.org/battinfo/spec/dgjc-w8j1-evf7-e2kb"
    },
    "model_context": {
      "tool": "BPX",
      "name": "Test case: Single Particle Model (SPM) parameterisation example based on nmc_pouch_cell_BPX.json from About:Energy open-source release.",
      "model": "SPM",
      "version": "0.4.0"
    },
    "description": "NMC111|graphite 12.5 Ah pouch cell. Parameterisation by About:Energy Limited (aboutenergy.io), December 2022, based on cell cycling data, and electrode data gathered after cell teardown. Negative electrode entropic coefficient data are from O'Regan et al. 2022 (doi:10.1016/j.electacta.2022.140700). Positive electrode entropic coefficient data are from Viswanathan et al. 2010 (doi:10.1016/j.jpowsour.2009.11.103). Other thermal properties are estimated."
  },
  "provenance": {
    "source_type": "literature",
    "retrieved_at": 1789900000,
    "battinfo_version": "0.7.0",
    "source_url": "https://github.com/FaradayInstitution/BPX/blob/main/examples/nmc_pouch_cell_BPX_SPM.json",
    "citation": "https://github.com/FaradayInstitution/BPX"
  },
  "license": "mit",
  "notes": [
    "Imported from the FaradayInstitution/BPX examples (MIT licence, (c) 2022 University of Oxford)."
  ]
}

Emitted by record_to_jsonld, hosted-context mode.

{
  "@context": "https://w3id.org/battinfo/context/records/v1.json",
  "@id": "https://w3id.org/battinfo/spec/zwap-fsws-m4yx-p5pp",
  "@type": "schema:Dataset",
  "schema:name": "BPX NMC111 pouch SPM",
  "schema:description": "NMC111|graphite 12.5 Ah pouch cell. Parameterisation by About:Energy Limited (aboutenergy.io), December 2022, based on cell cycling data, and electrode data gathered after cell teardown. Negative electrode entropic coefficient data are from O'Regan et al. 2022 (doi:10.1016/j.electacta.2022.140700). Positive electrode entropic coefficient data are from Viswanathan et al. 2010 (doi:10.1016/j.jpowsour.2009.11.103). Other thermal properties are estimated.",
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  },
  "schema:additionalProperty": [
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      "schema:name": "scope",
      "schema:value": "cell"
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      "schema:value": "SPM"
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_name",
      "schema:value": "Test case: Single Particle Model (SPM) parameterisation example based on nmc_pouch_cell_BPX.json from About:Energy open-source release."
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_tool",
      "schema:value": "BPX"
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_version",
      "schema:value": "0.4.0"
    }
  ],
  "dcterms:hasPart": [
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      "@id": "https://w3id.org/battinfo/spec/3n1b-f8n3-zrtc-psjs"
    },
    {
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  "dcterms:license": {
    "@id": "https://spdx.org/licenses/MIT.html"
  }
}
BPX NMC111 pouch SPM - negative electrode build (parameter-set)

The record ships in the installed wheel — load it as a starting point:

import json
from importlib import resources

record = json.loads(
    resources.files("battinfo")
    .joinpath("data/examples/parameter-set/parameter-set-3n1b-f8n3-zrtc-psjs.json")
    .read_text(encoding="utf-8")
)
{
  "schema_version": "0.2.0",
  "parameter_set": {
    "id": "https://w3id.org/battinfo/spec/3n1b-f8n3-zrtc-psjs",
    "short_id": "3n1bf8",
    "name": "BPX NMC111 pouch SPM - negative electrode build",
    "cell_spec_id": "https://w3id.org/battinfo/spec/a91f-kqde-1hrg-fenr",
    "scope": "electrode",
    "claims": [
      {
        "parameter": "thickness",
        "quantity": {
          "value": 5.62e-05,
          "unit": "m"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "surface_area_per_volume",
        "quantity": {
          "value": 499522.0,
          "unit": "1/m"
        },
        "provenance_class": "fitted"
      }
    ],
    "electrode_polarity": "negative",
    "model_context": {
      "tool": "BPX",
      "name": "Test case: Single Particle Model (SPM) parameterisation example based on nmc_pouch_cell_BPX.json from About:Energy open-source release.",
      "model": "SPM",
      "version": "0.4.0"
    },
    "description": "NMC111|graphite 12.5 Ah pouch cell. Parameterisation by About:Energy Limited (aboutenergy.io), December 2022, based on cell cycling data, and electrode data gathered after cell teardown. Negative electrode entropic coefficient data are from O'Regan et al. 2022 (doi:10.1016/j.electacta.2022.140700). Positive electrode entropic coefficient data are from Viswanathan et al. 2010 (doi:10.1016/j.jpowsour.2009.11.103). Other thermal properties are estimated.",
    "set_id": "https://w3id.org/battinfo/spec/zwap-fsws-m4yx-p5pp"
  },
  "provenance": {
    "source_type": "literature",
    "retrieved_at": 1789900000,
    "battinfo_version": "0.7.0",
    "source_url": "https://github.com/FaradayInstitution/BPX/blob/main/examples/nmc_pouch_cell_BPX_SPM.json",
    "citation": "https://github.com/FaradayInstitution/BPX"
  },
  "license": "mit",
  "notes": [
    "Imported from the FaradayInstitution/BPX examples (MIT licence, (c) 2022 University of Oxford)."
  ]
}

Emitted by record_to_jsonld, hosted-context mode.

{
  "@context": "https://w3id.org/battinfo/context/records/v1.json",
  "@id": "https://w3id.org/battinfo/spec/3n1b-f8n3-zrtc-psjs",
  "@type": "schema:Dataset",
  "schema:name": "BPX NMC111 pouch SPM - negative electrode build",
  "schema:description": "NMC111|graphite 12.5 Ah pouch cell. Parameterisation by About:Energy Limited (aboutenergy.io), December 2022, based on cell cycling data, and electrode data gathered after cell teardown. Negative electrode entropic coefficient data are from O'Regan et al. 2022 (doi:10.1016/j.electacta.2022.140700). Positive electrode entropic coefficient data are from Viswanathan et al. 2010 (doi:10.1016/j.jpowsour.2009.11.103). Other thermal properties are estimated.",
  "schema:about": {
    "@id": "https://w3id.org/battinfo/spec/a91f-kqde-1hrg-fenr"
  },
  "schema:additionalProperty": [
    {
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      "schema:name": "scope",
      "schema:value": "electrode"
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "electrode_polarity",
      "schema:value": "negative"
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      "schema:value": "SPM"
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      "schema:value": "Test case: Single Particle Model (SPM) parameterisation example based on nmc_pouch_cell_BPX.json from About:Energy open-source release."
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      "@type": "schema:PropertyValue",
      "schema:name": "source_tool",
      "schema:value": "BPX"
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      "schema:value": "0.4.0"
    }
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  "hasProperty": [
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        "Thickness",
        "ConventionalProperty"
      ],
      "skos:prefLabel": "Thickness",
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        "ConventionalProperty"
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      "skos:prefLabel": "VolumetricSurfaceArea",
      "hasNumericalPart": {
        "@type": "RealData",
        "hasNumberValue": 499522.0
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      "schema:unitText": "1/m",
      "schema:additionalProperty": {
        "@type": "schema:PropertyValue",
        "schema:name": "provenance_class",
        "schema:value": "fitted"
      }
    }
  ],
  "schema:isPartOf": {
    "@id": "https://w3id.org/battinfo/spec/zwap-fsws-m4yx-p5pp"
  },
  "schema:citation": {
    "@id": "https://github.com/FaradayInstitution/BPX",
    "@type": "schema:CreativeWork"
  },
  "schema:comment": "Imported from the FaradayInstitution/BPX examples (MIT licence, (c) 2022 University of Oxford).",
  "dcterms:license": {
    "@id": "https://spdx.org/licenses/MIT.html"
  }
}
BPX NMC111 pouch SPM - negative electrode material (parameter-set)

The record ships in the installed wheel — load it as a starting point:

import json
from importlib import resources

record = json.loads(
    resources.files("battinfo")
    .joinpath("data/examples/parameter-set/parameter-set-z3ac-1me1-hsfd-pa56.json")
    .read_text(encoding="utf-8")
)
{
  "schema_version": "0.2.0",
  "parameter_set": {
    "id": "https://w3id.org/battinfo/spec/z3ac-1me1-hsfd-pa56",
    "short_id": "z3ac1m",
    "name": "BPX NMC111 pouch SPM - negative electrode material",
    "material_kind": "graphite",
    "scope": "material",
    "claims": [
      {
        "parameter": "particle_radius",
        "quantity": {
          "value": 4.12e-06,
          "unit": "m"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "solid_diffusivity",
        "quantity": {
          "value": 2.728e-14,
          "unit": "m2/s"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "ocp",
        "expression": {
          "text": "9.47057878e-01 * exp(-1.59418743e+02  * x) - 3.50928033e+04 + 1.64230269e-01 * tanh(-4.55509094e+01 * (x - 3.24116012e-02 )) + 3.69968491e-02 * tanh(-1.96718868e+01 * (x - 1.68334476e-01)) + 1.91517003e+04 * tanh(3.19648312e+00 * (x - 1.85139824e+00)) + 5.42448511e+04 * tanh(-3.19009848e+00 * (x - 2.01660395e+00))",
          "language": "bpx",
          "argument": "x"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "entropic_coefficient",
        "expression": {
          "text": "(-0.1112 * x + 0.02914 + 0.3561 * exp(-((x - 0.08309) ** 2) / 0.004616)) / 1000",
          "language": "bpx",
          "argument": "x"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "reaction_rate_constant",
        "quantity": {
          "value": 5.199e-06,
          "unit": "mol.m-2.s-1"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "stoichiometry_min",
        "quantity": {
          "value": 0.005504,
          "unit": "1"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "stoichiometry_max",
        "quantity": {
          "value": 0.75668,
          "unit": "1"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "max_concentration",
        "quantity": {
          "value": 29730.0,
          "unit": "mol/m3"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "diffusivity_activation_energy",
        "quantity": {
          "value": 30000.0,
          "unit": "J/mol"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "reaction_rate_activation_energy",
        "quantity": {
          "value": 55000.0,
          "unit": "J/mol"
        },
        "provenance_class": "fitted"
      }
    ],
    "model_context": {
      "tool": "BPX",
      "name": "Test case: Single Particle Model (SPM) parameterisation example based on nmc_pouch_cell_BPX.json from About:Energy open-source release.",
      "model": "SPM",
      "version": "0.4.0"
    },
    "description": "NMC111|graphite 12.5 Ah pouch cell. Parameterisation by About:Energy Limited (aboutenergy.io), December 2022, based on cell cycling data, and electrode data gathered after cell teardown. Negative electrode entropic coefficient data are from O'Regan et al. 2022 (doi:10.1016/j.electacta.2022.140700). Positive electrode entropic coefficient data are from Viswanathan et al. 2010 (doi:10.1016/j.jpowsour.2009.11.103). Other thermal properties are estimated.",
    "set_id": "https://w3id.org/battinfo/spec/zwap-fsws-m4yx-p5pp"
  },
  "provenance": {
    "source_type": "literature",
    "retrieved_at": 1789900000,
    "battinfo_version": "0.7.0",
    "source_url": "https://github.com/FaradayInstitution/BPX/blob/main/examples/nmc_pouch_cell_BPX_SPM.json",
    "citation": "https://github.com/FaradayInstitution/BPX"
  },
  "license": "mit",
  "notes": [
    "Imported from the FaradayInstitution/BPX examples (MIT licence, (c) 2022 University of Oxford)."
  ]
}

Emitted by record_to_jsonld, hosted-context mode.

{
  "@context": "https://w3id.org/battinfo/context/records/v1.json",
  "@id": "https://w3id.org/battinfo/spec/z3ac-1me1-hsfd-pa56",
  "@type": "schema:Dataset",
  "schema:name": "BPX NMC111 pouch SPM - negative electrode material",
  "schema:description": "NMC111|graphite 12.5 Ah pouch cell. Parameterisation by About:Energy Limited (aboutenergy.io), December 2022, based on cell cycling data, and electrode data gathered after cell teardown. Negative electrode entropic coefficient data are from O'Regan et al. 2022 (doi:10.1016/j.electacta.2022.140700). Positive electrode entropic coefficient data are from Viswanathan et al. 2010 (doi:10.1016/j.jpowsour.2009.11.103). Other thermal properties are estimated.",
  "schema:about": {
    "@type": "Graphite",
    "@id": "https://w3id.org/emmo/domain/chemical-substance#substance_d53259a7_0d9c_48b9_a6c1_4418169df303",
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      "schema:value": "SPM"
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_name",
      "schema:value": "Test case: Single Particle Model (SPM) parameterisation example based on nmc_pouch_cell_BPX.json from About:Energy open-source release."
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_tool",
      "schema:value": "BPX"
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    {
      "@type": "schema:PropertyValue",
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  "hasProperty": [
    {
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      "schema:unitText": "mol.m-2.s-1",
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        "@type": "schema:PropertyValue",
        "schema:name": "provenance_class",
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        "MaximumConcentration",
        "ConventionalProperty"
      ],
      "skos:prefLabel": "MaximumConcentration",
      "hasNumericalPart": {
        "@type": "RealData",
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        "@type": "schema:PropertyValue",
        "schema:name": "provenance_class",
        "schema:value": "fitted"
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    },
    {
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        "ActivationEnergy",
        "ConventionalProperty"
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      "skos:prefLabel": "ActivationEnergy",
      "hasNumericalPart": {
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        "hasNumberValue": 30000.0
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      "schema:unitText": "J/mol",
      "schema:additionalProperty": {
        "@type": "schema:PropertyValue",
        "schema:name": "provenance_class",
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      "schema:unitText": "J/mol",
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        "@type": "schema:PropertyValue",
        "schema:name": "provenance_class",
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  "schema:variableMeasured": [
    {
      "@type": "schema:PropertyValue",
      "schema:name": "ocp",
      "schema:value": "9.47057878e-01 * exp(-1.59418743e+02  * x) - 3.50928033e+04 + 1.64230269e-01 * tanh(-4.55509094e+01 * (x - 3.24116012e-02 )) + 3.69968491e-02 * tanh(-1.96718868e+01 * (x - 1.68334476e-01)) + 1.91517003e+04 * tanh(3.19648312e+00 * (x - 1.85139824e+00)) + 5.42448511e+04 * tanh(-3.19009848e+00 * (x - 2.01660395e+00))",
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        "schema:name": "provenance_class",
        "schema:value": "fitted"
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    {
      "@type": "schema:PropertyValue",
      "schema:name": "entropic_coefficient",
      "schema:value": "(-0.1112 * x + 0.02914 + 0.3561 * exp(-((x - 0.08309) ** 2) / 0.004616)) / 1000",
      "schema:description": "expression (bpx)",
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    "@id": "https://w3id.org/battinfo/spec/zwap-fsws-m4yx-p5pp"
  },
  "schema:citation": {
    "@id": "https://github.com/FaradayInstitution/BPX",
    "@type": "schema:CreativeWork"
  },
  "schema:comment": "Imported from the FaradayInstitution/BPX examples (MIT licence, (c) 2022 University of Oxford).",
  "dcterms:license": {
    "@id": "https://spdx.org/licenses/MIT.html"
  }
}
BPX NMC111 pouch SPM - positive electrode build (parameter-set)

The record ships in the installed wheel — load it as a starting point:

import json
from importlib import resources

record = json.loads(
    resources.files("battinfo")
    .joinpath("data/examples/parameter-set/parameter-set-dgjc-w8j1-evf7-e2kb.json")
    .read_text(encoding="utf-8")
)
{
  "schema_version": "0.2.0",
  "parameter_set": {
    "id": "https://w3id.org/battinfo/spec/dgjc-w8j1-evf7-e2kb",
    "short_id": "dgjcw8",
    "name": "BPX NMC111 pouch SPM - positive electrode build",
    "cell_spec_id": "https://w3id.org/battinfo/spec/a91f-kqde-1hrg-fenr",
    "scope": "electrode",
    "claims": [
      {
        "parameter": "thickness",
        "quantity": {
          "value": 5.23e-05,
          "unit": "m"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "surface_area_per_volume",
        "quantity": {
          "value": 432072.0,
          "unit": "1/m"
        },
        "provenance_class": "fitted"
      }
    ],
    "electrode_polarity": "positive",
    "model_context": {
      "tool": "BPX",
      "name": "Test case: Single Particle Model (SPM) parameterisation example based on nmc_pouch_cell_BPX.json from About:Energy open-source release.",
      "model": "SPM",
      "version": "0.4.0"
    },
    "description": "NMC111|graphite 12.5 Ah pouch cell. Parameterisation by About:Energy Limited (aboutenergy.io), December 2022, based on cell cycling data, and electrode data gathered after cell teardown. Negative electrode entropic coefficient data are from O'Regan et al. 2022 (doi:10.1016/j.electacta.2022.140700). Positive electrode entropic coefficient data are from Viswanathan et al. 2010 (doi:10.1016/j.jpowsour.2009.11.103). Other thermal properties are estimated.",
    "set_id": "https://w3id.org/battinfo/spec/zwap-fsws-m4yx-p5pp"
  },
  "provenance": {
    "source_type": "literature",
    "retrieved_at": 1789900000,
    "battinfo_version": "0.7.0",
    "source_url": "https://github.com/FaradayInstitution/BPX/blob/main/examples/nmc_pouch_cell_BPX_SPM.json",
    "citation": "https://github.com/FaradayInstitution/BPX"
  },
  "license": "mit",
  "notes": [
    "Imported from the FaradayInstitution/BPX examples (MIT licence, (c) 2022 University of Oxford)."
  ]
}

Emitted by record_to_jsonld, hosted-context mode.

{
  "@context": "https://w3id.org/battinfo/context/records/v1.json",
  "@id": "https://w3id.org/battinfo/spec/dgjc-w8j1-evf7-e2kb",
  "@type": "schema:Dataset",
  "schema:name": "BPX NMC111 pouch SPM - positive electrode build",
  "schema:description": "NMC111|graphite 12.5 Ah pouch cell. Parameterisation by About:Energy Limited (aboutenergy.io), December 2022, based on cell cycling data, and electrode data gathered after cell teardown. Negative electrode entropic coefficient data are from O'Regan et al. 2022 (doi:10.1016/j.electacta.2022.140700). Positive electrode entropic coefficient data are from Viswanathan et al. 2010 (doi:10.1016/j.jpowsour.2009.11.103). Other thermal properties are estimated.",
  "schema:about": {
    "@id": "https://w3id.org/battinfo/spec/a91f-kqde-1hrg-fenr"
  },
  "schema:additionalProperty": [
    {
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      "schema:name": "scope",
      "schema:value": "electrode"
    },
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      "schema:name": "electrode_polarity",
      "schema:value": "positive"
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_model",
      "schema:value": "SPM"
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_name",
      "schema:value": "Test case: Single Particle Model (SPM) parameterisation example based on nmc_pouch_cell_BPX.json from About:Energy open-source release."
    },
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      "@type": "schema:PropertyValue",
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      "schema:value": "BPX"
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  }
}
BPX NMC111 pouch SPM - positive electrode material (parameter-set)

The record ships in the installed wheel — load it as a starting point:

import json
from importlib import resources

record = json.loads(
    resources.files("battinfo")
    .joinpath("data/examples/parameter-set/parameter-set-f4tg-ahwq-1mgt-xn7x.json")
    .read_text(encoding="utf-8")
)
{
  "schema_version": "0.2.0",
  "parameter_set": {
    "id": "https://w3id.org/battinfo/spec/f4tg-ahwq-1mgt-xn7x",
    "short_id": "f4tgah",
    "name": "BPX NMC111 pouch SPM - positive electrode material",
    "material_kind": "nmc111",
    "scope": "material",
    "claims": [
      {
        "parameter": "particle_radius",
        "quantity": {
          "value": 4.6e-06,
          "unit": "m"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "solid_diffusivity",
        "quantity": {
          "value": 3.2e-14,
          "unit": "m2/s"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "ocp",
        "expression": {
          "text": "-3.04420906 * x + 10.04892207 - 0.65637536 * tanh(-4.02134095 * (x - 0.80063948)) + 4.24678547 * tanh(12.17805062 * (x - 7.57659337)) - 0.3757068 * tanh(59.33067782 * (x - 0.99784492))",
          "language": "bpx",
          "argument": "x"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "entropic_coefficient",
        "quantity": {
          "value": -0.0001,
          "unit": "V/K"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "reaction_rate_constant",
        "quantity": {
          "value": 2.305e-05,
          "unit": "mol.m-2.s-1"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "stoichiometry_min",
        "quantity": {
          "value": 0.42424,
          "unit": "1"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "stoichiometry_max",
        "quantity": {
          "value": 0.9621,
          "unit": "1"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "max_concentration",
        "quantity": {
          "value": 46200.0,
          "unit": "mol/m3"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "diffusivity_activation_energy",
        "quantity": {
          "value": 15000.0,
          "unit": "J/mol"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "reaction_rate_activation_energy",
        "quantity": {
          "value": 35000.0,
          "unit": "J/mol"
        },
        "provenance_class": "fitted"
      }
    ],
    "model_context": {
      "tool": "BPX",
      "name": "Test case: Single Particle Model (SPM) parameterisation example based on nmc_pouch_cell_BPX.json from About:Energy open-source release.",
      "model": "SPM",
      "version": "0.4.0"
    },
    "description": "NMC111|graphite 12.5 Ah pouch cell. Parameterisation by About:Energy Limited (aboutenergy.io), December 2022, based on cell cycling data, and electrode data gathered after cell teardown. Negative electrode entropic coefficient data are from O'Regan et al. 2022 (doi:10.1016/j.electacta.2022.140700). Positive electrode entropic coefficient data are from Viswanathan et al. 2010 (doi:10.1016/j.jpowsour.2009.11.103). Other thermal properties are estimated.",
    "set_id": "https://w3id.org/battinfo/spec/zwap-fsws-m4yx-p5pp"
  },
  "provenance": {
    "source_type": "literature",
    "retrieved_at": 1789900000,
    "battinfo_version": "0.7.0",
    "source_url": "https://github.com/FaradayInstitution/BPX/blob/main/examples/nmc_pouch_cell_BPX_SPM.json",
    "citation": "https://github.com/FaradayInstitution/BPX"
  },
  "license": "mit",
  "notes": [
    "Imported from the FaradayInstitution/BPX examples (MIT licence, (c) 2022 University of Oxford)."
  ]
}

Emitted by record_to_jsonld, hosted-context mode.

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  "@context": "https://w3id.org/battinfo/context/records/v1.json",
  "@id": "https://w3id.org/battinfo/spec/f4tg-ahwq-1mgt-xn7x",
  "@type": "schema:Dataset",
  "schema:name": "BPX NMC111 pouch SPM - positive electrode material",
  "schema:description": "NMC111|graphite 12.5 Ah pouch cell. Parameterisation by About:Energy Limited (aboutenergy.io), December 2022, based on cell cycling data, and electrode data gathered after cell teardown. Negative electrode entropic coefficient data are from O'Regan et al. 2022 (doi:10.1016/j.electacta.2022.140700). Positive electrode entropic coefficient data are from Viswanathan et al. 2010 (doi:10.1016/j.jpowsour.2009.11.103). Other thermal properties are estimated.",
  "schema:about": {
    "@type": "LithiumNickelManganeseCobaltOxide111",
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      "schema:value": "material"
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      "schema:value": "SPM"
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_name",
      "schema:value": "Test case: Single Particle Model (SPM) parameterisation example based on nmc_pouch_cell_BPX.json from About:Energy open-source release."
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_tool",
      "schema:value": "BPX"
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    {
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      "skos:prefLabel": "ActivationEnergy",
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    "@id": "https://github.com/FaradayInstitution/BPX",
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  "dcterms:license": {
    "@id": "https://spdx.org/licenses/MIT.html"
  }
}
BPX NMC111 pouch blended (parameter-set)

The record ships in the installed wheel — load it as a starting point:

import json
from importlib import resources

record = json.loads(
    resources.files("battinfo")
    .joinpath("data/examples/parameter-set/parameter-set-pyss-2m8j-y8c1-rmcb.json")
    .read_text(encoding="utf-8")
)
{
  "schema_version": "0.2.0",
  "parameter_set": {
    "id": "https://w3id.org/battinfo/spec/pyss-2m8j-y8c1-rmcb",
    "short_id": "pyss2m",
    "name": "BPX NMC111 pouch blended",
    "cell_spec_id": "https://w3id.org/battinfo/spec/vtz0-b7fc-6jdr-8ndn",
    "scope": "cell",
    "members": {
      "negative_material": "https://w3id.org/battinfo/spec/baez-0ppf-14qx-6rt0",
      "negative_electrode": "https://w3id.org/battinfo/spec/q3dk-9sq9-7s86-43vw",
      "positive_electrode": "https://w3id.org/battinfo/spec/9cwx-f2pf-6sv6-3n9e",
      "separator": "https://w3id.org/battinfo/spec/e04y-e56s-wz45-yvk4",
      "electrolyte": "https://w3id.org/battinfo/spec/0kaz-t3ef-8ehm-yhhb"
    },
    "model_context": {
      "tool": "BPX",
      "name": "Test case: blended electrode definition with two particle sizes but equivalent chemistry. Compare to nmc_pouch_cell_BPX.json in About:Energy open-source release.",
      "model": "DFN",
      "version": "0.4.0"
    }
  },
  "provenance": {
    "source_type": "literature",
    "retrieved_at": 1789900000,
    "battinfo_version": "0.7.0",
    "source_url": "https://github.com/FaradayInstitution/BPX/blob/main/examples/nmc_pouch_cell_BPX_blended_electrode.json",
    "citation": "https://github.com/FaradayInstitution/BPX"
  },
  "license": "mit",
  "notes": [
    "Imported from the FaradayInstitution/BPX examples (MIT licence, (c) 2022 University of Oxford)."
  ]
}

Emitted by record_to_jsonld, hosted-context mode.

{
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  "@id": "https://w3id.org/battinfo/spec/pyss-2m8j-y8c1-rmcb",
  "@type": "schema:Dataset",
  "schema:name": "BPX NMC111 pouch blended",
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    "@id": "https://w3id.org/battinfo/spec/vtz0-b7fc-6jdr-8ndn"
  },
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  "dcterms:license": {
    "@id": "https://spdx.org/licenses/MIT.html"
  }
}
BPX NMC111 pouch blended - electrolyte (parameter-set)

The record ships in the installed wheel — load it as a starting point:

import json
from importlib import resources

record = json.loads(
    resources.files("battinfo")
    .joinpath("data/examples/parameter-set/parameter-set-0kaz-t3ef-8ehm-yhhb.json")
    .read_text(encoding="utf-8")
)
{
  "schema_version": "0.2.0",
  "parameter_set": {
    "id": "https://w3id.org/battinfo/spec/0kaz-t3ef-8ehm-yhhb",
    "short_id": "0kazt3",
    "name": "BPX NMC111 pouch blended - electrolyte",
    "cell_spec_id": "https://w3id.org/battinfo/spec/vtz0-b7fc-6jdr-8ndn",
    "scope": "electrolyte",
    "claims": [
      {
        "parameter": "diffusivity_activation_energy",
        "quantity": {
          "value": 17100.0,
          "unit": "J/mol"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "initial_concentration",
        "quantity": {
          "value": 1000.0,
          "unit": "mol/m3"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "transference_number",
        "quantity": {
          "value": 0.2594,
          "unit": "1"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "ionic_conductivity",
        "expression": {
          "text": "0.1297 * (x / 1000) ** 3 - 2.51 * (x / 1000) ** 1.5 + 3.329 * (x / 1000)",
          "language": "bpx",
          "argument": "x"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "electrolyte_diffusivity",
        "expression": {
          "text": "8.794e-11 * (x / 1000) ** 2 - 3.972e-10 * (x / 1000) + 4.862e-10",
          "language": "bpx",
          "argument": "x"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "conductivity_activation_energy",
        "quantity": {
          "value": 17100.0,
          "unit": "J/mol"
        },
        "provenance_class": "fitted"
      }
    ],
    "model_context": {
      "tool": "BPX",
      "name": "Test case: blended electrode definition with two particle sizes but equivalent chemistry. Compare to nmc_pouch_cell_BPX.json in About:Energy open-source release.",
      "model": "DFN",
      "version": "0.4.0"
    },
    "set_id": "https://w3id.org/battinfo/spec/pyss-2m8j-y8c1-rmcb"
  },
  "provenance": {
    "source_type": "literature",
    "retrieved_at": 1789900000,
    "battinfo_version": "0.7.0",
    "source_url": "https://github.com/FaradayInstitution/BPX/blob/main/examples/nmc_pouch_cell_BPX_blended_electrode.json",
    "citation": "https://github.com/FaradayInstitution/BPX"
  },
  "license": "mit",
  "notes": [
    "Imported from the FaradayInstitution/BPX examples (MIT licence, (c) 2022 University of Oxford)."
  ]
}

Emitted by record_to_jsonld, hosted-context mode.

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      "schema:name": "scope",
      "schema:value": "electrolyte"
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      "schema:name": "source_model",
      "schema:value": "DFN"
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_name",
      "schema:value": "Test case: blended electrode definition with two particle sizes but equivalent chemistry. Compare to nmc_pouch_cell_BPX.json in About:Energy open-source release."
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    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_tool",
      "schema:value": "BPX"
    },
    {
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      "schema:value": "0.4.0"
    }
  ],
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    {
      "@type": [
        "ActivationEnergy",
        "ConventionalProperty"
      ],
      "skos:prefLabel": "ActivationEnergy",
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      "schema:unitText": "J/mol",
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      "schema:unitText": "J/mol",
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        "@type": "schema:PropertyValue",
        "schema:name": "provenance_class",
        "schema:value": "fitted"
      }
    }
  ],
  "schema:variableMeasured": [
    {
      "@type": "schema:PropertyValue",
      "schema:name": "ionic_conductivity",
      "schema:value": "0.1297 * (x / 1000) ** 3 - 2.51 * (x / 1000) ** 1.5 + 3.329 * (x / 1000)",
      "schema:description": "expression (bpx)",
      "schema:additionalProperty": {
        "@type": "schema:PropertyValue",
        "schema:name": "provenance_class",
        "schema:value": "fitted"
      }
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "electrolyte_diffusivity",
      "schema:value": "8.794e-11 * (x / 1000) ** 2 - 3.972e-10 * (x / 1000) + 4.862e-10",
      "schema:description": "expression (bpx)",
      "schema:additionalProperty": {
        "@type": "schema:PropertyValue",
        "schema:name": "provenance_class",
        "schema:value": "fitted"
      }
    }
  ],
  "schema:isPartOf": {
    "@id": "https://w3id.org/battinfo/spec/pyss-2m8j-y8c1-rmcb"
  },
  "schema:citation": {
    "@id": "https://github.com/FaradayInstitution/BPX",
    "@type": "schema:CreativeWork"
  },
  "schema:comment": "Imported from the FaradayInstitution/BPX examples (MIT licence, (c) 2022 University of Oxford).",
  "dcterms:license": {
    "@id": "https://spdx.org/licenses/MIT.html"
  }
}
BPX NMC111 pouch blended - negative electrode build (parameter-set)

The record ships in the installed wheel — load it as a starting point:

import json
from importlib import resources

record = json.loads(
    resources.files("battinfo")
    .joinpath("data/examples/parameter-set/parameter-set-q3dk-9sq9-7s86-43vw.json")
    .read_text(encoding="utf-8")
)
{
  "schema_version": "0.2.0",
  "parameter_set": {
    "id": "https://w3id.org/battinfo/spec/q3dk-9sq9-7s86-43vw",
    "short_id": "q3dk9s",
    "name": "BPX NMC111 pouch blended - negative electrode build",
    "cell_spec_id": "https://w3id.org/battinfo/spec/vtz0-b7fc-6jdr-8ndn",
    "scope": "electrode",
    "claims": [
      {
        "parameter": "thickness",
        "quantity": {
          "value": 5.62e-05,
          "unit": "m"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "electronic_conductivity",
        "quantity": {
          "value": 0.222,
          "unit": "S/m"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "surface_area_per_volume",
        "quantity": {
          "value": 499522.0,
          "unit": "1/m"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "porosity",
        "quantity": {
          "value": 0.253991,
          "unit": "1"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "transport_efficiency",
        "quantity": {
          "value": 0.128,
          "unit": "1"
        },
        "provenance_class": "fitted"
      }
    ],
    "electrode_polarity": "negative",
    "model_context": {
      "tool": "BPX",
      "name": "Test case: blended electrode definition with two particle sizes but equivalent chemistry. Compare to nmc_pouch_cell_BPX.json in About:Energy open-source release.",
      "model": "DFN",
      "version": "0.4.0"
    },
    "set_id": "https://w3id.org/battinfo/spec/pyss-2m8j-y8c1-rmcb"
  },
  "provenance": {
    "source_type": "literature",
    "retrieved_at": 1789900000,
    "battinfo_version": "0.7.0",
    "source_url": "https://github.com/FaradayInstitution/BPX/blob/main/examples/nmc_pouch_cell_BPX_blended_electrode.json",
    "citation": "https://github.com/FaradayInstitution/BPX"
  },
  "license": "mit",
  "notes": [
    "Imported from the FaradayInstitution/BPX examples (MIT licence, (c) 2022 University of Oxford)."
  ]
}

Emitted by record_to_jsonld, hosted-context mode.

{
  "@context": "https://w3id.org/battinfo/context/records/v1.json",
  "@id": "https://w3id.org/battinfo/spec/q3dk-9sq9-7s86-43vw",
  "@type": "schema:Dataset",
  "schema:name": "BPX NMC111 pouch blended - negative electrode build",
  "schema:about": {
    "@id": "https://w3id.org/battinfo/spec/vtz0-b7fc-6jdr-8ndn"
  },
  "schema:additionalProperty": [
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      "schema:name": "scope",
      "schema:value": "electrode"
    },
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      "@type": "schema:PropertyValue",
      "schema:name": "electrode_polarity",
      "schema:value": "negative"
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_model",
      "schema:value": "DFN"
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_name",
      "schema:value": "Test case: blended electrode definition with two particle sizes but equivalent chemistry. Compare to nmc_pouch_cell_BPX.json in About:Energy open-source release."
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_tool",
      "schema:value": "BPX"
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      "schema:name": "source_version",
      "schema:value": "0.4.0"
    }
  ],
  "hasProperty": [
    {
      "@type": [
        "Thickness",
        "ConventionalProperty"
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      "skos:prefLabel": "Thickness",
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      "schema:unitText": "S/m",
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        "schema:value": "fitted"
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    {
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        "Porosity",
        "ConventionalProperty"
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        "schema:value": "fitted"
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        "ConventionalProperty"
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    "@id": "https://github.com/FaradayInstitution/BPX",
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  "dcterms:license": {
    "@id": "https://spdx.org/licenses/MIT.html"
  }
}
BPX NMC111 pouch blended - negative electrode material (parameter-set)

The record ships in the installed wheel — load it as a starting point:

import json
from importlib import resources

record = json.loads(
    resources.files("battinfo")
    .joinpath("data/examples/parameter-set/parameter-set-baez-0ppf-14qx-6rt0.json")
    .read_text(encoding="utf-8")
)
{
  "schema_version": "0.2.0",
  "parameter_set": {
    "id": "https://w3id.org/battinfo/spec/baez-0ppf-14qx-6rt0",
    "short_id": "baez0p",
    "name": "BPX NMC111 pouch blended - negative electrode material",
    "material_kind": "graphite",
    "scope": "material",
    "claims": [
      {
        "parameter": "particle_radius",
        "quantity": {
          "value": 4.12e-06,
          "unit": "m"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "solid_diffusivity",
        "quantity": {
          "value": 2.728e-14,
          "unit": "m2/s"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "ocp",
        "expression": {
          "text": "9.47057878e-01 * exp(-1.59418743e+02  * x) - 3.50928033e+04 + 1.64230269e-01 * tanh(-4.55509094e+01 * (x - 3.24116012e-02 )) + 3.69968491e-02 * tanh(-1.96718868e+01 * (x - 1.68334476e-01)) + 1.91517003e+04 * tanh(3.19648312e+00 * (x - 1.85139824e+00)) + 5.42448511e+04 * tanh(-3.19009848e+00 * (x - 2.01660395e+00))",
          "language": "bpx",
          "argument": "x"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "entropic_coefficient",
        "expression": {
          "text": "(-0.1112 * x + 0.02914 + 0.3561 * exp(-((x - 0.08309) ** 2) / 0.004616)) / 1000",
          "language": "bpx",
          "argument": "x"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "reaction_rate_constant",
        "quantity": {
          "value": 5.199e-06,
          "unit": "mol.m-2.s-1"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "stoichiometry_min",
        "quantity": {
          "value": 0.005504,
          "unit": "1"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "stoichiometry_max",
        "quantity": {
          "value": 0.75668,
          "unit": "1"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "max_concentration",
        "quantity": {
          "value": 29730.0,
          "unit": "mol/m3"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "diffusivity_activation_energy",
        "quantity": {
          "value": 30000.0,
          "unit": "J/mol"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "reaction_rate_activation_energy",
        "quantity": {
          "value": 55000.0,
          "unit": "J/mol"
        },
        "provenance_class": "fitted"
      }
    ],
    "model_context": {
      "tool": "BPX",
      "name": "Test case: blended electrode definition with two particle sizes but equivalent chemistry. Compare to nmc_pouch_cell_BPX.json in About:Energy open-source release.",
      "model": "DFN",
      "version": "0.4.0"
    },
    "set_id": "https://w3id.org/battinfo/spec/pyss-2m8j-y8c1-rmcb"
  },
  "provenance": {
    "source_type": "literature",
    "retrieved_at": 1789900000,
    "battinfo_version": "0.7.0",
    "source_url": "https://github.com/FaradayInstitution/BPX/blob/main/examples/nmc_pouch_cell_BPX_blended_electrode.json",
    "citation": "https://github.com/FaradayInstitution/BPX"
  },
  "license": "mit",
  "notes": [
    "Imported from the FaradayInstitution/BPX examples (MIT licence, (c) 2022 University of Oxford)."
  ]
}

Emitted by record_to_jsonld, hosted-context mode.

{
  "@context": "https://w3id.org/battinfo/context/records/v1.json",
  "@id": "https://w3id.org/battinfo/spec/baez-0ppf-14qx-6rt0",
  "@type": "schema:Dataset",
  "schema:name": "BPX NMC111 pouch blended - negative electrode material",
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    "@type": "Graphite",
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      "schema:value": "DFN"
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_name",
      "schema:value": "Test case: blended electrode definition with two particle sizes but equivalent chemistry. Compare to nmc_pouch_cell_BPX.json in About:Energy open-source release."
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_tool",
      "schema:value": "BPX"
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        "schema:value": "fitted"
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      "@type": [
        "ActivationEnergy",
        "ConventionalProperty"
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      "hasNumericalPart": {
        "@type": "RealData",
        "hasNumberValue": 30000.0
      },
      "schema:unitText": "J/mol",
      "schema:additionalProperty": {
        "@type": "schema:PropertyValue",
        "schema:name": "provenance_class",
        "schema:value": "fitted"
      }
    },
    {
      "@type": [
        "ActivationEnergy",
        "ConventionalProperty"
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      "skos:prefLabel": "ActivationEnergy",
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      "schema:unitText": "J/mol",
      "schema:additionalProperty": {
        "@type": "schema:PropertyValue",
        "schema:name": "provenance_class",
        "schema:value": "fitted"
      }
    }
  ],
  "schema:variableMeasured": [
    {
      "@type": "schema:PropertyValue",
      "schema:name": "ocp",
      "schema:value": "9.47057878e-01 * exp(-1.59418743e+02  * x) - 3.50928033e+04 + 1.64230269e-01 * tanh(-4.55509094e+01 * (x - 3.24116012e-02 )) + 3.69968491e-02 * tanh(-1.96718868e+01 * (x - 1.68334476e-01)) + 1.91517003e+04 * tanh(3.19648312e+00 * (x - 1.85139824e+00)) + 5.42448511e+04 * tanh(-3.19009848e+00 * (x - 2.01660395e+00))",
      "schema:description": "expression (bpx)",
      "schema:additionalProperty": {
        "@type": "schema:PropertyValue",
        "schema:name": "provenance_class",
        "schema:value": "fitted"
      }
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "entropic_coefficient",
      "schema:value": "(-0.1112 * x + 0.02914 + 0.3561 * exp(-((x - 0.08309) ** 2) / 0.004616)) / 1000",
      "schema:description": "expression (bpx)",
      "schema:additionalProperty": {
        "@type": "schema:PropertyValue",
        "schema:name": "provenance_class",
        "schema:value": "fitted"
      }
    }
  ],
  "schema:isPartOf": {
    "@id": "https://w3id.org/battinfo/spec/pyss-2m8j-y8c1-rmcb"
  },
  "schema:citation": {
    "@id": "https://github.com/FaradayInstitution/BPX",
    "@type": "schema:CreativeWork"
  },
  "schema:comment": "Imported from the FaradayInstitution/BPX examples (MIT licence, (c) 2022 University of Oxford).",
  "dcterms:license": {
    "@id": "https://spdx.org/licenses/MIT.html"
  }
}
BPX NMC111 pouch blended - positive electrode build (parameter-set)

The record ships in the installed wheel — load it as a starting point:

import json
from importlib import resources

record = json.loads(
    resources.files("battinfo")
    .joinpath("data/examples/parameter-set/parameter-set-9cwx-f2pf-6sv6-3n9e.json")
    .read_text(encoding="utf-8")
)
{
  "schema_version": "0.2.0",
  "parameter_set": {
    "id": "https://w3id.org/battinfo/spec/9cwx-f2pf-6sv6-3n9e",
    "short_id": "9cwxf2",
    "name": "BPX NMC111 pouch blended - positive electrode build",
    "cell_spec_id": "https://w3id.org/battinfo/spec/vtz0-b7fc-6jdr-8ndn",
    "scope": "electrode",
    "claims": [
      {
        "parameter": "thickness",
        "quantity": {
          "value": 5.23e-05,
          "unit": "m"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "electronic_conductivity",
        "quantity": {
          "value": 0.789,
          "unit": "S/m"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "porosity",
        "quantity": {
          "value": 0.277493,
          "unit": "1"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "transport_efficiency",
        "quantity": {
          "value": 0.1462,
          "unit": "1"
        },
        "provenance_class": "fitted"
      }
    ],
    "electrode_polarity": "positive",
    "model_context": {
      "tool": "BPX",
      "name": "Test case: blended electrode definition with two particle sizes but equivalent chemistry. Compare to nmc_pouch_cell_BPX.json in About:Energy open-source release.",
      "model": "DFN",
      "version": "0.4.0"
    },
    "set_id": "https://w3id.org/battinfo/spec/pyss-2m8j-y8c1-rmcb"
  },
  "provenance": {
    "source_type": "literature",
    "retrieved_at": 1789900000,
    "battinfo_version": "0.7.0",
    "source_url": "https://github.com/FaradayInstitution/BPX/blob/main/examples/nmc_pouch_cell_BPX_blended_electrode.json",
    "citation": "https://github.com/FaradayInstitution/BPX"
  },
  "license": "mit",
  "notes": [
    "Imported from the FaradayInstitution/BPX examples (MIT licence, (c) 2022 University of Oxford)."
  ]
}

Emitted by record_to_jsonld, hosted-context mode.

{
  "@context": "https://w3id.org/battinfo/context/records/v1.json",
  "@id": "https://w3id.org/battinfo/spec/9cwx-f2pf-6sv6-3n9e",
  "@type": "schema:Dataset",
  "schema:name": "BPX NMC111 pouch blended - positive electrode build",
  "schema:about": {
    "@id": "https://w3id.org/battinfo/spec/vtz0-b7fc-6jdr-8ndn"
  },
  "schema:additionalProperty": [
    {
      "@type": "schema:PropertyValue",
      "schema:name": "scope",
      "schema:value": "electrode"
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "electrode_polarity",
      "schema:value": "positive"
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_model",
      "schema:value": "DFN"
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_name",
      "schema:value": "Test case: blended electrode definition with two particle sizes but equivalent chemistry. Compare to nmc_pouch_cell_BPX.json in About:Energy open-source release."
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_tool",
      "schema:value": "BPX"
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_version",
      "schema:value": "0.4.0"
    }
  ],
  "hasProperty": [
    {
      "@type": [
        "Thickness",
        "ConventionalProperty"
      ],
      "skos:prefLabel": "Thickness",
      "hasNumericalPart": {
        "@type": "RealData",
        "hasNumberValue": 5.23e-05
      },
      "hasMeasurementUnit": "https://w3id.org/emmo#Metre",
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        "schema:name": "provenance_class",
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      "@type": [
        "ElectronicConductivity",
        "ConventionalProperty"
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      "skos:prefLabel": "ElectronicConductivity",
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        "schema:name": "provenance_class",
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    },
    {
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        "Porosity",
        "ConventionalProperty"
      ],
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    },
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        "ConventionalProperty"
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  "dcterms:license": {
    "@id": "https://spdx.org/licenses/MIT.html"
  }
}
BPX NMC111 pouch blended - separator (parameter-set)

The record ships in the installed wheel — load it as a starting point:

import json
from importlib import resources

record = json.loads(
    resources.files("battinfo")
    .joinpath("data/examples/parameter-set/parameter-set-e04y-e56s-wz45-yvk4.json")
    .read_text(encoding="utf-8")
)
{
  "schema_version": "0.2.0",
  "parameter_set": {
    "id": "https://w3id.org/battinfo/spec/e04y-e56s-wz45-yvk4",
    "short_id": "e04ye5",
    "name": "BPX NMC111 pouch blended - separator",
    "cell_spec_id": "https://w3id.org/battinfo/spec/vtz0-b7fc-6jdr-8ndn",
    "scope": "separator",
    "claims": [
      {
        "parameter": "thickness",
        "quantity": {
          "value": 2e-05,
          "unit": "m"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "porosity",
        "quantity": {
          "value": 0.47,
          "unit": "1"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "transport_efficiency",
        "quantity": {
          "value": 0.3222,
          "unit": "1"
        },
        "provenance_class": "fitted"
      }
    ],
    "model_context": {
      "tool": "BPX",
      "name": "Test case: blended electrode definition with two particle sizes but equivalent chemistry. Compare to nmc_pouch_cell_BPX.json in About:Energy open-source release.",
      "model": "DFN",
      "version": "0.4.0"
    },
    "set_id": "https://w3id.org/battinfo/spec/pyss-2m8j-y8c1-rmcb"
  },
  "provenance": {
    "source_type": "literature",
    "retrieved_at": 1789900000,
    "battinfo_version": "0.7.0",
    "source_url": "https://github.com/FaradayInstitution/BPX/blob/main/examples/nmc_pouch_cell_BPX_blended_electrode.json",
    "citation": "https://github.com/FaradayInstitution/BPX"
  },
  "license": "mit",
  "notes": [
    "Imported from the FaradayInstitution/BPX examples (MIT licence, (c) 2022 University of Oxford)."
  ]
}

Emitted by record_to_jsonld, hosted-context mode.

{
  "@context": "https://w3id.org/battinfo/context/records/v1.json",
  "@id": "https://w3id.org/battinfo/spec/e04y-e56s-wz45-yvk4",
  "@type": "schema:Dataset",
  "schema:name": "BPX NMC111 pouch blended - separator",
  "schema:about": {
    "@id": "https://w3id.org/battinfo/spec/vtz0-b7fc-6jdr-8ndn"
  },
  "schema:additionalProperty": [
    {
      "@type": "schema:PropertyValue",
      "schema:name": "scope",
      "schema:value": "separator"
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_model",
      "schema:value": "DFN"
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_name",
      "schema:value": "Test case: blended electrode definition with two particle sizes but equivalent chemistry. Compare to nmc_pouch_cell_BPX.json in About:Energy open-source release."
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_tool",
      "schema:value": "BPX"
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_version",
      "schema:value": "0.4.0"
    }
  ],
  "hasProperty": [
    {
      "@type": [
        "Thickness",
        "ConventionalProperty"
      ],
      "skos:prefLabel": "Thickness",
      "hasNumericalPart": {
        "@type": "RealData",
        "hasNumberValue": 2e-05
      },
      "hasMeasurementUnit": "https://w3id.org/emmo#Metre",
      "schema:additionalProperty": {
        "@type": "schema:PropertyValue",
        "schema:name": "provenance_class",
        "schema:value": "fitted"
      }
    },
    {
      "@type": [
        "Porosity",
        "ConventionalProperty"
      ],
      "hasNumericalPart": {
        "@type": "RealData",
        "hasNumberValue": 0.47
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      "hasMeasurementUnit": "https://w3id.org/emmo#EMMO_5ebd5e01_0ed3_49a2_a30d_cd05cbe72978",
      "schema:additionalProperty": {
        "@type": "schema:PropertyValue",
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    },
    {
      "@type": [
        "battinfo:transportEfficiency",
        "ConventionalProperty"
      ],
      "skos:prefLabel": "transportEfficiency",
      "hasNumericalPart": {
        "@type": "RealData",
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      "hasMeasurementUnit": "https://w3id.org/emmo#EMMO_5ebd5e01_0ed3_49a2_a30d_cd05cbe72978",
      "schema:additionalProperty": {
        "@type": "schema:PropertyValue",
        "schema:name": "provenance_class",
        "schema:value": "fitted"
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  "schema:isPartOf": {
    "@id": "https://w3id.org/battinfo/spec/pyss-2m8j-y8c1-rmcb"
  },
  "schema:citation": {
    "@id": "https://github.com/FaradayInstitution/BPX",
    "@type": "schema:CreativeWork"
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  "dcterms:license": {
    "@id": "https://spdx.org/licenses/MIT.html"
  }
}
BPX NMC111-Si pouch hysteresis (parameter-set)

The record ships in the installed wheel — load it as a starting point:

import json
from importlib import resources

record = json.loads(
    resources.files("battinfo")
    .joinpath("data/examples/parameter-set/parameter-set-5rjm-2a2w-4x8c-5dqy.json")
    .read_text(encoding="utf-8")
)
{
  "schema_version": "0.2.0",
  "parameter_set": {
    "id": "https://w3id.org/battinfo/spec/5rjm-2a2w-4x8c-5dqy",
    "short_id": "5rjm2a",
    "name": "BPX NMC111-Si pouch hysteresis",
    "cell_spec_id": "https://w3id.org/battinfo/spec/41wx-hskh-xk9g-z9fh",
    "scope": "cell",
    "members": {
      "negative_material": "https://w3id.org/battinfo/spec/4afn-7wan-67hf-nwys",
      "negative_electrode": "https://w3id.org/battinfo/spec/340n-s2eb-qy4g-h2rh",
      "positive_material": "https://w3id.org/battinfo/spec/sdw7-cp7b-nsst-tvvy",
      "positive_electrode": "https://w3id.org/battinfo/spec/geyv-hp0x-jhrh-c44z",
      "separator": "https://w3id.org/battinfo/spec/smjg-7gh6-93vg-geh5",
      "electrolyte": "https://w3id.org/battinfo/spec/5znm-m359-cbp5-77hn"
    },
    "model_context": {
      "tool": "BPX",
      "name": "Test case: user-defined 0th-order hysteresis for graphite-Si blend in negative electrode. Compare to nmc_pouch_cell_BPX.json in About:Energy open-source release.",
      "model": "DFN",
      "version": "0.4.0"
    },
    "annex": {
      "Negative electrode delithiation OCP [V]": {
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  "provenance": {
    "source_type": "literature",
    "retrieved_at": 1789900000,
    "battinfo_version": "0.7.0",
    "source_url": "https://github.com/FaradayInstitution/BPX/blob/main/examples/nmc_pouch_cell_BPX_user-defined_hysteresis.json",
    "citation": "https://github.com/FaradayInstitution/BPX"
  },
  "license": "mit",
  "notes": [
    "Imported from the FaradayInstitution/BPX examples (MIT licence, (c) 2022 University of Oxford)."
  ]
}

Emitted by record_to_jsonld, hosted-context mode.

{
  "@context": "https://w3id.org/battinfo/context/records/v1.json",
  "@id": "https://w3id.org/battinfo/spec/5rjm-2a2w-4x8c-5dqy",
  "@type": "schema:Dataset",
  "schema:name": "BPX NMC111-Si pouch hysteresis",
  "schema:about": {
    "@id": "https://w3id.org/battinfo/spec/41wx-hskh-xk9g-z9fh"
  },
  "schema:additionalProperty": [
    {
      "@type": "schema:PropertyValue",
      "schema:name": "scope",
      "schema:value": "cell"
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_model",
      "schema:value": "DFN"
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_name",
      "schema:value": "Test case: user-defined 0th-order hysteresis for graphite-Si blend in negative electrode. Compare to nmc_pouch_cell_BPX.json in About:Energy open-source release."
    },
    {
      "@type": "schema:PropertyValue",
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      "schema:value": "BPX"
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_version",
      "schema:value": "0.4.0"
    }
  ],
  "dcterms:hasPart": [
    {
      "@id": "https://w3id.org/battinfo/spec/5znm-m359-cbp5-77hn"
    },
    {
      "@id": "https://w3id.org/battinfo/spec/340n-s2eb-qy4g-h2rh"
    },
    {
      "@id": "https://w3id.org/battinfo/spec/4afn-7wan-67hf-nwys"
    },
    {
      "@id": "https://w3id.org/battinfo/spec/geyv-hp0x-jhrh-c44z"
    },
    {
      "@id": "https://w3id.org/battinfo/spec/sdw7-cp7b-nsst-tvvy"
    },
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  ],
  "schema:citation": {
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    "@type": "schema:CreativeWork"
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  "schema:comment": "Imported from the FaradayInstitution/BPX examples (MIT licence, (c) 2022 University of Oxford).",
  "dcterms:license": {
    "@id": "https://spdx.org/licenses/MIT.html"
  }
}
BPX NMC111-Si pouch hysteresis - electrolyte (parameter-set)

The record ships in the installed wheel — load it as a starting point:

import json
from importlib import resources

record = json.loads(
    resources.files("battinfo")
    .joinpath("data/examples/parameter-set/parameter-set-5znm-m359-cbp5-77hn.json")
    .read_text(encoding="utf-8")
)
{
  "schema_version": "0.2.0",
  "parameter_set": {
    "id": "https://w3id.org/battinfo/spec/5znm-m359-cbp5-77hn",
    "short_id": "5znmm3",
    "name": "BPX NMC111-Si pouch hysteresis - electrolyte",
    "cell_spec_id": "https://w3id.org/battinfo/spec/41wx-hskh-xk9g-z9fh",
    "scope": "electrolyte",
    "claims": [
      {
        "parameter": "diffusivity_activation_energy",
        "quantity": {
          "value": 17100.0,
          "unit": "J/mol"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "initial_concentration",
        "quantity": {
          "value": 1000.0,
          "unit": "mol/m3"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "transference_number",
        "quantity": {
          "value": 0.2594,
          "unit": "1"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "ionic_conductivity",
        "expression": {
          "text": "0.1297 * (x / 1000) ** 3 - 2.51 * (x / 1000) ** 1.5 + 3.329 * (x / 1000)",
          "language": "bpx",
          "argument": "x"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "electrolyte_diffusivity",
        "expression": {
          "text": "8.794e-11 * (x / 1000) ** 2 - 3.972e-10 * (x / 1000) + 4.862e-10",
          "language": "bpx",
          "argument": "x"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "conductivity_activation_energy",
        "quantity": {
          "value": 17100.0,
          "unit": "J/mol"
        },
        "provenance_class": "fitted"
      }
    ],
    "model_context": {
      "tool": "BPX",
      "name": "Test case: user-defined 0th-order hysteresis for graphite-Si blend in negative electrode. Compare to nmc_pouch_cell_BPX.json in About:Energy open-source release.",
      "model": "DFN",
      "version": "0.4.0"
    },
    "annex": {
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  "license": "mit",
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  ]
}

Emitted by record_to_jsonld, hosted-context mode.

{
  "@context": "https://w3id.org/battinfo/context/records/v1.json",
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    },
    {
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BPX NMC111-Si pouch hysteresis - negative electrode build (parameter-set)

The record ships in the installed wheel — load it as a starting point:

import json
from importlib import resources

record = json.loads(
    resources.files("battinfo")
    .joinpath("data/examples/parameter-set/parameter-set-340n-s2eb-qy4g-h2rh.json")
    .read_text(encoding="utf-8")
)
{
  "schema_version": "0.2.0",
  "parameter_set": {
    "id": "https://w3id.org/battinfo/spec/340n-s2eb-qy4g-h2rh",
    "short_id": "340ns2",
    "name": "BPX NMC111-Si pouch hysteresis - negative electrode build",
    "cell_spec_id": "https://w3id.org/battinfo/spec/41wx-hskh-xk9g-z9fh",
    "scope": "electrode",
    "claims": [
      {
        "parameter": "thickness",
        "quantity": {
          "value": 5.62e-05,
          "unit": "m"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "electronic_conductivity",
        "quantity": {
          "value": 0.222,
          "unit": "S/m"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "surface_area_per_volume",
        "quantity": {
          "value": 499522.0,
          "unit": "1/m"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "porosity",
        "quantity": {
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          "unit": "1"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "transport_efficiency",
        "quantity": {
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          "unit": "1"
        },
        "provenance_class": "fitted"
      }
    ],
    "electrode_polarity": "negative",
    "model_context": {
      "tool": "BPX",
      "name": "Test case: user-defined 0th-order hysteresis for graphite-Si blend in negative electrode. Compare to nmc_pouch_cell_BPX.json in About:Energy open-source release.",
      "model": "DFN",
      "version": "0.4.0"
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    "annex": {
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}

Emitted by record_to_jsonld, hosted-context mode.

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  "@type": "schema:Dataset",
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BPX NMC111-Si pouch hysteresis - negative electrode material (parameter-set)

The record ships in the installed wheel — load it as a starting point:

import json
from importlib import resources

record = json.loads(
    resources.files("battinfo")
    .joinpath("data/examples/parameter-set/parameter-set-4afn-7wan-67hf-nwys.json")
    .read_text(encoding="utf-8")
)
{
  "schema_version": "0.2.0",
  "parameter_set": {
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    "short_id": "4afn7w",
    "name": "BPX NMC111-Si pouch hysteresis - negative electrode material",
    "material_kind": "silicon_graphite",
    "scope": "material",
    "claims": [
      {
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}

Emitted by record_to_jsonld, hosted-context mode.

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    },
    {
      "@type": "schema:PropertyValue",
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BPX NMC111-Si pouch hysteresis - positive electrode build (parameter-set)

The record ships in the installed wheel — load it as a starting point:

import json
from importlib import resources

record = json.loads(
    resources.files("battinfo")
    .joinpath("data/examples/parameter-set/parameter-set-geyv-hp0x-jhrh-c44z.json")
    .read_text(encoding="utf-8")
)
{
  "schema_version": "0.2.0",
  "parameter_set": {
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    "short_id": "geyvhp",
    "name": "BPX NMC111-Si pouch hysteresis - positive electrode build",
    "cell_spec_id": "https://w3id.org/battinfo/spec/41wx-hskh-xk9g-z9fh",
    "scope": "electrode",
    "claims": [
      {
        "parameter": "thickness",
        "quantity": {
          "value": 5.23e-05,
          "unit": "m"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "electronic_conductivity",
        "quantity": {
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          "unit": "S/m"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "surface_area_per_volume",
        "quantity": {
          "value": 432072.0,
          "unit": "1/m"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "porosity",
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          "unit": "1"
        },
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      },
      {
        "parameter": "transport_efficiency",
        "quantity": {
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          "unit": "1"
        },
        "provenance_class": "fitted"
      }
    ],
    "electrode_polarity": "positive",
    "model_context": {
      "tool": "BPX",
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      "model": "DFN",
      "version": "0.4.0"
    },
    "annex": {
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Emitted by record_to_jsonld, hosted-context mode.

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BPX NMC111-Si pouch hysteresis - positive electrode material (parameter-set)

The record ships in the installed wheel — load it as a starting point:

import json
from importlib import resources

record = json.loads(
    resources.files("battinfo")
    .joinpath("data/examples/parameter-set/parameter-set-sdw7-cp7b-nsst-tvvy.json")
    .read_text(encoding="utf-8")
)
{
  "schema_version": "0.2.0",
  "parameter_set": {
    "id": "https://w3id.org/battinfo/spec/sdw7-cp7b-nsst-tvvy",
    "short_id": "sdw7cp",
    "name": "BPX NMC111-Si pouch hysteresis - positive electrode material",
    "material_kind": "nmc111",
    "scope": "material",
    "claims": [
      {
        "parameter": "particle_radius",
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    "set_id": "https://w3id.org/battinfo/spec/5rjm-2a2w-4x8c-5dqy"
  },
  "provenance": {
    "source_type": "literature",
    "retrieved_at": 1789900000,
    "battinfo_version": "0.7.0",
    "source_url": "https://github.com/FaradayInstitution/BPX/blob/main/examples/nmc_pouch_cell_BPX_user-defined_hysteresis.json",
    "citation": "https://github.com/FaradayInstitution/BPX"
  },
  "license": "mit",
  "notes": [
    "Imported from the FaradayInstitution/BPX examples (MIT licence, (c) 2022 University of Oxford)."
  ]
}

Emitted by record_to_jsonld, hosted-context mode.

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  "@id": "https://w3id.org/battinfo/spec/sdw7-cp7b-nsst-tvvy",
  "@type": "schema:Dataset",
  "schema:name": "BPX NMC111-Si pouch hysteresis - positive electrode material",
  "schema:about": {
    "@type": "LithiumNickelManganeseCobaltOxide111",
    "@id": "https://w3id.org/emmo/domain/chemical-substance#substance_a0b57956_8ba1_4021_ade9_44a87d103d90",
    "schema:name": "NMC111 (LiNi1/3Mn1/3Co1/3O2)"
  },
  "schema:additionalProperty": [
    {
      "@type": "schema:PropertyValue",
      "schema:name": "scope",
      "schema:value": "material"
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_model",
      "schema:value": "DFN"
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_name",
      "schema:value": "Test case: user-defined 0th-order hysteresis for graphite-Si blend in negative electrode. Compare to nmc_pouch_cell_BPX.json in About:Energy open-source release."
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_tool",
      "schema:value": "BPX"
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_version",
      "schema:value": "0.4.0"
    }
  ],
  "hasProperty": [
    {
      "@type": [
        "ParticleRadius",
        "ConventionalProperty"
      ],
      "skos:prefLabel": "ParticleRadius",
      "hasNumericalPart": {
        "@type": "RealData",
        "hasNumberValue": 4.6e-06
      },
      "hasMeasurementUnit": "https://w3id.org/emmo#Metre",
      "schema:additionalProperty": {
        "@type": "schema:PropertyValue",
        "schema:name": "provenance_class",
        "schema:value": "fitted"
      }
    },
    {
      "@type": [
        "battinfo:solidDiffusivity",
        "ConventionalProperty"
      ],
      "skos:prefLabel": "solidDiffusivity",
      "hasNumericalPart": {
        "@type": "RealData",
        "hasNumberValue": 3.2e-14
      },
      "schema:unitText": "m2/s",
      "schema:additionalProperty": {
        "@type": "schema:PropertyValue",
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      }
    },
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      "@type": [
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      "skos:prefLabel": "entropicCoefficient",
      "hasNumericalPart": {
        "@type": "RealData",
        "hasNumberValue": -0.0001
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      "schema:unitText": "V/K",
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        "@type": "schema:PropertyValue",
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        "schema:value": "fitted"
      }
    },
    {
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        "ReactionRateConstant",
        "ConventionalProperty"
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      "skos:prefLabel": "ReactionRateConstant",
      "hasNumericalPart": {
        "@type": "RealData",
        "hasNumberValue": 2.305e-05
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      "schema:unitText": "mol.m-2.s-1",
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      "skos:prefLabel": "MaximumConcentration",
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    },
    {
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      "skos:prefLabel": "ActivationEnergy",
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        "@type": "RealData",
        "hasNumberValue": 15000.0
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      "schema:unitText": "J/mol",
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      }
    },
    {
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      "skos:prefLabel": "ActivationEnergy",
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  ],
  "schema:variableMeasured": {
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    "schema:name": "ocp",
    "schema:value": "-3.04420906 * x + 10.04892207 - 0.65637536 * tanh(-4.02134095 * (x - 0.80063948)) + 4.24678547 * tanh(12.17805062 * (x - 7.57659337)) - 0.3757068 * tanh(59.33067782 * (x - 0.99784492))",
    "schema:description": "expression (bpx)",
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      "@type": "schema:PropertyValue",
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      "schema:value": "fitted"
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  },
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    "@id": "https://github.com/FaradayInstitution/BPX",
    "@type": "schema:CreativeWork"
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  "schema:comment": "Imported from the FaradayInstitution/BPX examples (MIT licence, (c) 2022 University of Oxford).",
  "dcterms:license": {
    "@id": "https://spdx.org/licenses/MIT.html"
  }
}
BPX NMC111-Si pouch hysteresis - separator (parameter-set)

The record ships in the installed wheel — load it as a starting point:

import json
from importlib import resources

record = json.loads(
    resources.files("battinfo")
    .joinpath("data/examples/parameter-set/parameter-set-smjg-7gh6-93vg-geh5.json")
    .read_text(encoding="utf-8")
)
{
  "schema_version": "0.2.0",
  "parameter_set": {
    "id": "https://w3id.org/battinfo/spec/smjg-7gh6-93vg-geh5",
    "short_id": "smjg7g",
    "name": "BPX NMC111-Si pouch hysteresis - separator",
    "cell_spec_id": "https://w3id.org/battinfo/spec/41wx-hskh-xk9g-z9fh",
    "scope": "separator",
    "claims": [
      {
        "parameter": "thickness",
        "quantity": {
          "value": 2e-05,
          "unit": "m"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "porosity",
        "quantity": {
          "value": 0.47,
          "unit": "1"
        },
        "provenance_class": "fitted"
      },
      {
        "parameter": "transport_efficiency",
        "quantity": {
          "value": 0.3222,
          "unit": "1"
        },
        "provenance_class": "fitted"
      }
    ],
    "model_context": {
      "tool": "BPX",
      "name": "Test case: user-defined 0th-order hysteresis for graphite-Si blend in negative electrode. Compare to nmc_pouch_cell_BPX.json in About:Energy open-source release.",
      "model": "DFN",
      "version": "0.4.0"
    },
    "annex": {
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      }
    },
    "set_id": "https://w3id.org/battinfo/spec/5rjm-2a2w-4x8c-5dqy"
  },
  "provenance": {
    "source_type": "literature",
    "retrieved_at": 1789900000,
    "battinfo_version": "0.7.0",
    "source_url": "https://github.com/FaradayInstitution/BPX/blob/main/examples/nmc_pouch_cell_BPX_user-defined_hysteresis.json",
    "citation": "https://github.com/FaradayInstitution/BPX"
  },
  "license": "mit",
  "notes": [
    "Imported from the FaradayInstitution/BPX examples (MIT licence, (c) 2022 University of Oxford)."
  ]
}

Emitted by record_to_jsonld, hosted-context mode.

{
  "@context": "https://w3id.org/battinfo/context/records/v1.json",
  "@id": "https://w3id.org/battinfo/spec/smjg-7gh6-93vg-geh5",
  "@type": "schema:Dataset",
  "schema:name": "BPX NMC111-Si pouch hysteresis - separator",
  "schema:about": {
    "@id": "https://w3id.org/battinfo/spec/41wx-hskh-xk9g-z9fh"
  },
  "schema:additionalProperty": [
    {
      "@type": "schema:PropertyValue",
      "schema:name": "scope",
      "schema:value": "separator"
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_model",
      "schema:value": "DFN"
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_name",
      "schema:value": "Test case: user-defined 0th-order hysteresis for graphite-Si blend in negative electrode. Compare to nmc_pouch_cell_BPX.json in About:Energy open-source release."
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_tool",
      "schema:value": "BPX"
    },
    {
      "@type": "schema:PropertyValue",
      "schema:name": "source_version",
      "schema:value": "0.4.0"
    }
  ],
  "hasProperty": [
    {
      "@type": [
        "Thickness",
        "ConventionalProperty"
      ],
      "skos:prefLabel": "Thickness",
      "hasNumericalPart": {
        "@type": "RealData",
        "hasNumberValue": 2e-05
      },
      "hasMeasurementUnit": "https://w3id.org/emmo#Metre",
      "schema:additionalProperty": {
        "@type": "schema:PropertyValue",
        "schema:name": "provenance_class",
        "schema:value": "fitted"
      }
    },
    {
      "@type": [
        "Porosity",
        "ConventionalProperty"
      ],
      "hasNumericalPart": {
        "@type": "RealData",
        "hasNumberValue": 0.47
      },
      "hasMeasurementUnit": "https://w3id.org/emmo#EMMO_5ebd5e01_0ed3_49a2_a30d_cd05cbe72978",
      "schema:additionalProperty": {
        "@type": "schema:PropertyValue",
        "schema:name": "provenance_class",
        "schema:value": "fitted"
      }
    },
    {
      "@type": [
        "battinfo:transportEfficiency",
        "ConventionalProperty"
      ],
      "skos:prefLabel": "transportEfficiency",
      "hasNumericalPart": {
        "@type": "RealData",
        "hasNumberValue": 0.3222
      },
      "hasMeasurementUnit": "https://w3id.org/emmo#EMMO_5ebd5e01_0ed3_49a2_a30d_cd05cbe72978",
      "schema:additionalProperty": {
        "@type": "schema:PropertyValue",
        "schema:name": "provenance_class",
        "schema:value": "fitted"
      }
    }
  ],
  "schema:isPartOf": {
    "@id": "https://w3id.org/battinfo/spec/5rjm-2a2w-4x8c-5dqy"
  },
  "schema:citation": {
    "@id": "https://github.com/FaradayInstitution/BPX",
    "@type": "schema:CreativeWork"
  },
  "schema:comment": "Imported from the FaradayInstitution/BPX examples (MIT licence, (c) 2022 University of Oxford).",
  "dcterms:license": {
    "@id": "https://spdx.org/licenses/MIT.html"
  }
}

Fields#

Generated from the packaged JSON Schemas — the same files battinfo validate and the registry’s publish gate enforce. Every record also carries the shared envelope (schema_version, provenance, and optional notes, funding, contributor, license). Quantities are {value, unit} maps and may also carry value_basis (Measured, Conventional, Rated, or Nominal) and conditions (the parameters under which the value holds, each itself a quantity; a qualitative condition may be value_text alone). In JSON-LD, conditions ride a measurement node the quantity isOutputOf; the voltage_reference key instead becomes a hasMetrologicalReference datum on the quantity, beside its unit. When authoring, an instance references its spec with the spec_id= kwarg; the record stores the self-describing <type>_spec_id key shown in the tables below.

parameter-set fields#

Schema: parameter-set.schema.json · required at top level: schema_version, parameter_set, provenance

Field

Type

Required

Description

id

→ SpecIri

yes

short_id

→ ShortId

name

string

yes

Human-readable label for this batch of claims, conventionally ‘ - ’ (e.g. ‘Chen 2020 - graphite’).

material_kind

string

Target: a generic material kind key from the curated material_kinds vocabulary (e.g. ‘graphite’, ‘nmc811’). Claims about the generic chemistry collate here; resolution falls back from a product-specific material spec to its kind.

material_spec_id

→ MaterialSpecIri

Target: a specific material spec (a vendor product/grade). Use for claims measured on a particular product rather than the generic chemistry.

cell_spec_id

→ SpecIri

Target: a cell spec. Use for cell-level fitted sets (full-cell parameterizations, ECM fits) and for electrode/separator/electrolyte claims that describe this cell’s build rather than a material.

scope

material | electrode | separator | electrolyte … (5 values)

Physical scope the claims describe. Defaults (in the builder) to ‘material’ for material targets and ‘cell’ for cell-spec targets. Electrode/separator/electrolyte scopes carry manufactured-build parameters (thickness, porosity, transport) that belong to a cell design, not to a powder.

electrode_polarity

positive | negative

For electrode-scope claims on a cell-spec target: which electrode the claims describe.

model_context

object

The digital artifact these claims came from, when they were imported from a modelling parameter set (BPX file, PyBaMM parameter set, …).

claims

array of → Claim

description

string

comment

string

annex

object

Source-file extension entries carried verbatim (e.g. a BPX User-defined block): original key -> raw value. No standard semantics are claimed for these; they exist so a re-export reproduces the source file and nothing is silently lost.

members

object

Parameterisation-set flavor: the explicit block map of member parameter-set records that constitute one co-fitted, runnable parameterisation. A set record carries members INSTEAD of claims (the strict policy admits the empty claims for this flavor only); side assignment lives here because which material parameterises which electrode is a fact of the set, not of the material.

set_id

→ SpecIri

Membership in a parameterisation set (the record listing this one under members). Emitted as schema:isPartOf; the set emits dcterms:hasPart. Members carry the backlink; the set publishes with the members.

Design notes#

The reasoning behind the model

Why claims, not properties. It is tempting to say a diffusivity of graphite is a property of graphite and file it on a material record. Four facts break that model. Most claims target a kind (graphite as such), and kinds are vocabulary, not records — there is no bearer to carry the property. Sources disagree — five published graphite OCPs, fitted diffusivities an order of magnitude apart — and a record’s properties presuppose one adjudicated value, while the spread is the data. Many parameters are not properties of the material at all but of a model fit — a reaction rate constant fitted under DFN belongs to (material × model × calibration), and asserting it on the material would poison the record with model artifacts. And a calibration is a joint estimate: values fitted together are only valid together, so the set is the unit of self-consistency. Hence one record per source, provenance_class per claim, resolution downstream. The describer’s own declarations (a datasheet density) stay properties of the description; third-party and model-bound assertions are claims about the target — the same epistemics rule as spec vs instance.

BPX interop, both directions. from_bpx_parameters imports a BPX file’s electrode/separator/electrolyte physics as claims — scalars, tables as curves, function strings as expressions — splitting material-intrinsic claims (stoichiometry window, diffusivity, OCP) from build claims (thickness, porosity) that target the cell design instead. Header lineage rides along: Model and BPX version in model_context (a DFN-fitted value is not model-free), Description on the record, References as citation or note; the User-defined block travels verbatim as each record’s annex, and Cell-block fields become spec properties (or verbatim extras) via from_bpx — nothing in the file is dropped silently. The reverse: to_bpx(spec, parameter_sets=...) turns ONE source’s records back into a runnable BPX file — claims at full precision, Header.Model from the source’s own model context, State sections for BPX ≥ 1.1 — and the official bpx parser accepts the result. One source per file, deliberately: a calibration is a joint estimate, so mixing sources across blocks would produce a file no validation supports (a labeled composed mode is a planned refinement).

Complete and part, both. Breaking a BPX file into per-component records serves re-use — the graphite claims can inform any graphite cell — but a simulation needs the whole parameterisation, and “which six records go together” must be a stated fact, not a filename convention. So a parameter set comes in two flavors, the same split the dataset-series pattern established. A per-source member record carries claims about one target. A parameterisation set carries members instead of claims: a block map naming the member records that jointly form one source’s complete cell parameterisation, targeting the cell spec. Members point back via set_id; in JSON-LD the set asserts dcterms:hasPart and each member schema:isPartOf, mirroring series ↔ dataset. The set is where the joint-estimate epistemics live explicitly: it says these particular records were calibrated together and are valid together. from_bpx_parameters mints the set whenever it imports a whole file against a cell spec, load_parameter_set_members() resolves it back to the member records, and to_bpx accepts that map directly, so the complete-file round trip is one load away from the re-usable parts.