cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.10519300
title: Life cycle inventories for the article: Circular Battery Production in the EU: Insights from integrating Life Cycle Assessment into System Dynamics Modeling on Recycled Content and Environmental Impacts

description: This repository provides the unregionalized life cycle inventories to the paper "Ginster, R., Blömeke, S., Popien, J. L., Scheller, C., Cerdas, F., Herrmann, C., & Spengler, T. S. (2024). Circular battery production in the EU: Insights from integrating life cycle assessment into system dynamics modeling on recycled content and environmental impacts. Journal of Industrial Ecology, 1–18. https://doi.org/10.1111/jiec.13527".

Contents

The repository is split into 2 parts and comprises the following files:

01_production: contains the necessary life cycle inventories for battery production.



01_primary: contains the life cycle inventories for battery production from primary materials.

02_secondary: contains the life cycle inventories for battery production from secondary materials.

03_active_material: contains the life cycle inventories for the active battery materials from primary materials.

04_active_material: contains the life cycle inventories for the active battery materials from secondary materials.


 

02_recycling: contains the necessary inventories for battery recycling.



01_process: contains the life cycle inventories for battery recycling.

02_intermediate: contains the life cycle inventories for the intermediate system for battery recycling.

03_output: contains the life cycle inventories for the resulting substances from battery recycling.


Summary

These files allow to reproduce the results of our study. Each file contains the life cycle inventory of one distinct battery capacity (20, 45, 68, 85, 95, 100 kWh) with a specific cell chemistry (LFP, NCA, NMC333, NMC532, NMC622, NMC811, NMC955) for battery production (based on Knehr et al. 2022) or for battery recycling (based on Blömeke et al. 2023).

Related publication

More details on the scientific context is provided in the publication itself:

Ginster, R., Blömeke, S., Popien, J. L., Scheller, C., Cerdas, F., Herrmann, C., & Spengler, T. S. (2024). Circular battery production in the EU: Insights from integrating life cycle assessment into system dynamics modeling on recycled content and environmental impacts. Journal of Industrial Ecology, 1–18. https://doi.org/10.1111/jiec.13527

Funding

This publication (Raphael Ginster and Steffen Blömeke) was created within the Research Training Group CircularLIB, supported by the Ministry of Science and Culture of Lower Saxony with funds from the program zukunft.niedersachsen of the Volkswagen Foundation (MWK | ZN3678).

The publication on which this dataset is based were funded by the German Federal Ministry of Education and Research within the Competence Cluster Recycling & Green Battery (greenBatt) under the grant numbers 03XP0302A (Christian Scheller) and 03XP0331A (Jan-Linus Popien). The authors are responsible for the contents of this publication.
DOI: 10.5281/zenodo.10519301
title: Life cycle inventories for the article: Circular Battery Production in the EU: Insights from integrating Life Cycle Assessment into System Dynamics Modeling on Recycled Content and Environmental Impacts

description: This repository provides the unregionalized life cycle inventories to the paper "Ginster, R., Blömeke, S., Popien, J. L., Scheller, C., Cerdas, F., Herrmann, C., & Spengler, T. S. (2024). Circular battery production in the EU: Insights from integrating life cycle assessment into system dynamics modeling on recycled content and environmental impacts. Journal of Industrial Ecology, 1–18. https://doi.org/10.1111/jiec.13527".

Contents

The repository is split into 2 parts and comprises the following files:

01_production: contains the necessary life cycle inventories for battery production.



01_primary: contains the life cycle inventories for battery production from primary materials.

02_secondary: contains the life cycle inventories for battery production from secondary materials.

03_active_material: contains the life cycle inventories for the active battery materials from primary materials.

04_active_material: contains the life cycle inventories for the active battery materials from secondary materials.


 

02_recycling: contains the necessary inventories for battery recycling.



01_process: contains the life cycle inventories for battery recycling.

02_intermediate: contains the life cycle inventories for the intermediate system for battery recycling.

03_output: contains the life cycle inventories for the resulting substances from battery recycling.


Summary

These files allow to reproduce the results of our study. Each file contains the life cycle inventory of one distinct battery capacity (20, 45, 68, 85, 95, 100 kWh) with a specific cell chemistry (LFP, NCA, NMC333, NMC532, NMC622, NMC811, NMC955) for battery production (based on Knehr et al. 2022) or for battery recycling (based on Blömeke et al. 2023).

Related publication

More details on the scientific context is provided in the publication itself:

Ginster, R., Blömeke, S., Popien, J. L., Scheller, C., Cerdas, F., Herrmann, C., & Spengler, T. S. (2024). Circular battery production in the EU: Insights from integrating life cycle assessment into system dynamics modeling on recycled content and environmental impacts. Journal of Industrial Ecology, 1–18. https://doi.org/10.1111/jiec.13527

Funding

This publication (Raphael Ginster and Steffen Blömeke) was created within the Research Training Group CircularLIB, supported by the Ministry of Science and Culture of Lower Saxony with funds from the program zukunft.niedersachsen of the Volkswagen Foundation (MWK | ZN3678).

The publication on which this dataset is based were funded by the German Federal Ministry of Education and Research within the Competence Cluster Recycling & Green Battery (greenBatt) under the grant numbers 03XP0302A (Christian Scheller) and 03XP0331A (Jan-Linus Popien). The authors are responsible for the contents of this publication.
DOI: 10.15468/dl.p4xvx2
title: Occurrence Download

description: A dataset containing 133 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dalbulus maidis (DeLong, 1923)"
 ]
}

 The dataset includes 133 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026497-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25403/upresearchdata.26309959
title: Compositional datasets used in the application section of the Dirichlet distribution and its extension

description: Adult Urinary Excretion Data (steroids): Contains measurements of three steroid metabolites (cortisol, corticosterone, and pregnanetriol) in adult urine samples. The data is projected onto the positive orthant of a unit hypersphere. Fossil Pollen Composition Data (fossils): Includes proportions of three pollen types (Pinus, Abies, and Quercus) from various fossil samples, also projected onto the positive orthant of a unit hypersphere for this research. The urinary dataset exhibits negative correlations, while the fossil dataset shows both positive and negative correlations, allowing for comprehensive model evaluation. These datasets are valuable for researchers studying compositional data analysis, directional statistics, or developing new statistical models for data on the positive orthant of hyperspheres.
DOI: 10.25403/upresearchdata.26309959.v1
title: Compositional datasets used in the application section of the Dirichlet distribution and its extension

description: Adult Urinary Excretion Data (steroids): Contains measurements of three steroid metabolites (cortisol, corticosterone, and pregnanetriol) in adult urine samples. The data is projected onto the positive orthant of a unit hypersphere. Fossil Pollen Composition Data (fossils): Includes proportions of three pollen types (Pinus, Abies, and Quercus) from various fossil samples, also projected onto the positive orthant of a unit hypersphere for this research. The urinary dataset exhibits negative correlations, while the fossil dataset shows both positive and negative correlations, allowing for comprehensive model evaluation. These datasets are valuable for researchers studying compositional data analysis, directional statistics, or developing new statistical models for data on the positive orthant of hyperspheres.
DOI: 10.18112/openneuro.ds004635.v3.1.0
title: Gaffrey Lab Infant Microstates Reliability
DOI: 10.18112/openneuro.ds005343.v1.0.0
title: Gaffrey Lab Infant Microstates and Attention
DOI: 10.15468/dl.x7wre5
title: Occurrence Download

description: A dataset containing 158276307 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 158276307 records from 3196 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026495-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6r2c7c
title: Occurrence Download

description: A dataset containing 60 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Niger, Nigeria)",
 "TaxonKey is Loxodonta africana (Blumenbach, 1797)"
 ]
}

 The dataset includes 60 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008456-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v2cs79
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hedysarum cisdarvasicum Kamelin & Karimova"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017423-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cvk9dv
title: Occurrence Download

description: A dataset containing 108 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Berosus ambogynus Mouchamps, 1963"
 ]
}

 The dataset includes 108 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008463-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k3egxz
title: Occurrence Download

description: A dataset containing 1270 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cotoneaster microphyllus Wall. ex Lindl.",
 "Year is greater than or equal to 1900",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1270 records from 101 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017415-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g7sxeu
title: Occurrence Download

description: A dataset containing 150 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Schulgarten Huttenheim (Philippsburg/Baden)"
 ]
}

 The dataset includes 150 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018723-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pnx892
title: Occurrence Download

description: A dataset containing 763298 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Columbina talpacoti (Temminck, 1810)"
 ]
}

 The dataset includes 763298 records from 468 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024861-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r8y64r
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Helicia pterygota Sleumer"
 ]
}

 The dataset includes 50 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017432-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yh7lae
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Klosterwald Itzehoe"
 ]
}

 The dataset includes 24 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018724-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q6y5mh
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Berosus ambogynus Mouchamps, 1963"
 ]
}

 The dataset's 1 records were derived from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008466-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vryt4x
title: Occurrence Download

description: A dataset containing 1962720 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "StateProvince is Oaxaca"
 ]
}

 The dataset includes 1962720 records from 877 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024845-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.awjm87
title: Occurrence Download

description: A dataset containing 175 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Henckelia urticifolia (Buch.-Ham. ex D.Don) A.Dietr."
 ]
}

 The dataset includes 175 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017459-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cyxqyk
title: Occurrence Download

description: A dataset containing 122 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pholidota articulata Lindl.",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 122 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018725-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tf8v2y
title: Occurrence Download

description: A dataset containing 6190 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Iberis umbellata L.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6190 records from 185 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039114-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.up6wns
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ozmanidae",
 "Continent is one of (North America, South America)"
 ]
}

 The dataset includes 13 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020175-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uzv5b7
title: Occurrence Download

description: A dataset containing 6285 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pituophis melanoleucus (Daudin, 1803)"
 ]
}

 The dataset includes 6285 records from 105 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0280849-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8kqmar
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gordioida",
 "HasCoordinate is true",
 "Country is one of (Ireland)",
 "HasGeospatialIssue is false",
 "Year is greater than 2009"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0226134-210914110416597/datasets/export for details.
DOI: 10.15468/dl.58dhnz
title: Occurrence Download

description: A dataset containing 43472 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Populus ×canadensis Moench"
 ]
}

 The dataset includes 43472 records from 560 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002257-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rzu22k
title: Occurrence Download

description: A dataset containing 222393 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Living Specimen",
 "BasisOfRecord is Occurrence evidence",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Material citation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Observation"
 ]
 },
 "Country is Australia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Formicidae"
 ]
}

 The dataset includes 222393 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0275033-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fs6k93
title: Occurrence Download

description: A dataset containing 1047077 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "TaxonKey is Poecile montanus (Conrad von Baldenstein, 1827)",
 "Year 1960-2023"
 ]
}

 The dataset includes 1047077 records from 296 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015573-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y2bhtd
title: Occurrence Download

description: A dataset containing 1227 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Specimen"
 ]
 },
 "Country is Philippines",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Buceros hydrocorax Linnaeus, 1766",
 "Year 1990-2021"
 ]
}

 The dataset includes 1227 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0278193-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3uv7td
title: Occurrence Download

description: A dataset containing 574 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Anthanassa argentea (Godman & Salvin, 1882)"
 ]
}

 The dataset includes 574 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012533-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vmmray
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calamaria abstrusa Inger & Marx, 1965"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0280831-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4y98ee
title: Occurrence Download

description: A dataset containing 161 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "TaxonKey is Panthera onca (Linnaeus, 1758)"
 ]
}

 The dataset includes 161 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005333-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8khvn9
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Demansia shinei Shea, 2007"
 ]
}

 The dataset includes 51 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0279375-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t2jsnj
title: Occurrence Download

description: A dataset containing 2654 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "PublishingOrg is ff90b050-c256-11db-b71b-b8a03c50a862",
 "TaxonKey is Jatropha L."
 ]
}

 The dataset includes 2654 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020169-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5q7xa4
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gyrophaena appendiculata Motschulsky, 1858",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0311642-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cqzax9
title: Occurrence Download

description: A dataset containing 3744 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ulmus minor subsp. minor",
 "Year is greater than or equal to 1900",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3744 records from 121 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0125119-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gy88e8
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Miconia nobilis Gleason"
 ]
}

 The dataset includes 4 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0427526-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.