battery-dataset-catalog / dataset_prospects.csv
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publish BSEBench battery dataset prospect catalog
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name,display_name,institution,source_kind,priority,ingestion_status,redistribution,access_friction,chemistries,profiles,bsebench_tasks,named_variant_count,n_cells_total,sampling_rate_hz,total_size_gb,license,canonical_url,canonical_doi,huggingface_tier1_repo,huggingface_tier2_repo,blockers
severson_2019_lfp,Severson 2019 LFP fast-charge cycle-life dataset,MIT / Stanford / Toyota Research Institute,dataset,p0,mirrored_tier2,allowed,registration_required,LFP,fast_charge|constant_current_discharge,soh|rul|soc,3,124,0.2,8.27,CC-BY-4.0,https://data.matr.io/1/projects/5c48dd2bc625d700019f3204,10.1038/s41560-019-0356-8,bsebench-org/severson-2019-raw,bsebench-org/severson-2019,
oxford_birkl_2017,Oxford Battery Degradation Dataset 1,University of Oxford,dataset,p0,mirrored_tier2,allowed,open,NMC,artemis_urban_drive_cycle|rpt,soc|soh|rul|ecm,8,8,1.0,0.26,ODbL-1.0,https://ora.ox.ac.uk/objects/uuid:03ba4b01-cfed-46d3-9b1a-7d4a7bdf6fac,10.5287/bodleian:KO2kdmYGg,bsebench-org/oxford-birkl-2017-raw,bsebench-org/oxford-birkl-2017,
nasa_rw_2014,NASA PCoE Randomized Battery Usage Data Set,NASA Ames Prognostics Center of Excellence,dataset,p0,mirrored_tier1,allowed,open,LCO,random_walk|reference_performance_test,soc|soh|rul,9,28,1.0,1.07,CC0-1.0,https://www.nasa.gov/intelligent-systems-division/discovery-and-systems-health/pcoe/pcoe-data-set-repository/,,bsebench-org/nasa-rw-2014-raw,,
empa_aurora_2025,Empa Aurora BDF-native robotic battery dataset,Empa / ETH Zurich / EPFL / SINTEF,dataset,p0,mirrored_tier1,allowed,open,NMC|LFP,automated_cycling,soc|soh|rul,2,199,1.0,2.51,CC-BY-4.0,https://zenodo.org/records/15481956,10.5281/zenodo.15481956,bsebench-org/empa-aurora-2025-raw,,
yao_tu_berlin_2024,TU Berlin lithium-ion drive-cycle dataset,Technische Universitaet Berlin,dataset,p1,mirrored_tier1,allowed,open,NMC,BCDC|LA92|HHDDT|IM|CSHVC|FTP72|FTP75|HWFET|US06|PDTCB|PDMHC|OCTBC,soc|soh|ecm,3,3,10.0,1.1,CC-BY-4.0,https://github.com/JiaqiYaoTUB/Lithium-Ion-Battery-Drive-Cycle-Dataset,,bsebench-org/yao-tu-berlin-2024-raw,,
lg_hg2_stroebl_2024,KIT LG HG2 NMC/C-SiO aging dataset subset,Karlsruhe Institute of Technology,dataset_subset,p1,mirrored_tier1,allowed,open,NMC_C_SiO,calendar_aging|cyclic_aging|wltc,soc|soh|eis,4,228,0.5,69.0,CC-BY-4.0,https://radar4kit.kit.edu/radar/en/dataset/sZmjUlDKNpkpWFFC,10.35097/1947,bsebench-org/lg-hg2-stroebl-2024-raw,,
batterylife_calb,BatteryLife CALB LFP dataset,BatteryLife Project,dataset,p1,mirrored_tier1,allowed,open,LFP,industrial_cycle_life,soc|soh|rul,4,16,1.0,,CC-BY-4.0,https://github.com/Ruifeng-Tan/BatteryLife,,bsebench-org/batterylife-calb-raw,,
batterylife_naion,BatteryLife sodium-ion dataset,BatteryLife Project,dataset,p1,mirrored_tier1,allowed,open,Na_ion,cycle_life,soc|soh|rul,2,16,1.0,,CC-BY-4.0,https://github.com/Ruifeng-Tan/BatteryLife,,bsebench-org/batterylife-naion-raw,,
battery_life_aggregate,BatteryLife aggregate benchmark,HKUST(GZ) / BatteryLife Project,aggregate,p1,license_review,unknown,open,Li_ion|Zn_ion|Na_ion|LFP|NMC|LCO,cycle_life|battery_life_prediction,soh|rul,18,990,,,MIT for code; data licenses vary by upstream source,https://github.com/Ruifeng-Tan/BatteryLife,10.1145/3711896.3737372,,,Upstream aggregate mixes datasets with different licenses; mirror only source-by-source after license audit.
nasa_pcoe_liion_aging,NASA PCoE Li-ion Battery Aging Datasets,NASA Ames Prognostics Center of Excellence,dataset_family,p1,license_review,unknown,open,LCO,charge|discharge|eis|deep_discharge,soc|soh|rul|eis,5,,10.0,,NASA open data / license not specified on current data.nasa.gov record,https://data.nasa.gov/dataset/li-ion-battery-aging-datasets,,,,Current NASA Open Data page says license not specified; verify NASA public-domain status for raw files before mirroring.
calce_battery_portal,CALCE Battery Research Data portal,University of Maryland CALCE,portal,p1,license_review,unknown,open,LCO|LFP|NMC|NCA,full_cycling|partial_cycling|storage|dst|fuds|us06|ocv|eis,soc|soh|rul|eis|ecm,15,,,,"open access, explicit redistribution license not found",https://calce.umd.edu/data,,,,CALCE asks for citation but does not expose a standard redistribution license on the portal.
mit_stanford_toyota_fast_charge,MIT-Stanford-Toyota fast charging MATR family,MIT / Stanford / Toyota Research Institute,dataset_family,p1,source_verification,unknown,registration_required,LFP,fast_charge|closed_loop_optimization|extreme_fast_charging,soh|rul,9,,,,,https://data.matr.io/,,,,Split exact MATR project IDs and license terms for each later batch before mirroring.
sandia_battery_archive,Sandia / Battery Archive aging and abuse datasets,Sandia National Laboratories / Battery Archive,dataset_family,p1,license_review,unknown,open,LFP|NCA|NMC,cycle_life|temperature_matrix|abuse|thermal_runaway,soc|soh|rul|thermal|abuse,11,50,,,Battery Archive permission-based; source publications vary,https://batteryarchive.org/study_summaries.html,,,,"Battery Archive states uploads have permission, but dataset-specific mirror rights must be verified."
oxford_battery_intelligence,Oxford Battery Intelligence / Howey lab datasets,University of Oxford,dataset_family,p2,source_verification,unknown,open,NMC|mixed,artemis|energy_trading|calendar_cyclic_mixed|thermal_imaging|ev_fleet,soc|soh|rul|thermal|fleet,5,,,,,https://ora.ox.ac.uk/,,,,
mcmaster_kollmeyer_datasets,McMaster / Kollmeyer automotive battery datasets,McMaster Automotive Resource Centre,dataset_family,p2,source_verification,unknown,open,NMC|LFP|mixed,udds|hwfet|us06|la92|temperature_sweep,soc|ecm,5,,,,,https://data.mendeley.com/datasets/cp3473x7xv/3,,,,Several McMaster records are single-cell characterization datasets; separate SOC validation value from SOH benchmark value.
hnei_isu_variability,HNEI and ISU-ILCC intrinsic variability datasets,Hawaii Natural Energy Institute / Iowa State University,dataset_family,p1,license_review,unknown,open,NMC_LCO|NMC,constant_current|varying_usage|high_c_rate|extreme_dod|calendar,soh|rul,8,252,,,Battery Archive and author policies vary,https://batteryarchive.org/study_summaries.html,,,,
european_institution_pool,European institutional battery dataset pool,RWTH Aachen / Aalborg / TUM / VUB / KTH / WMG / Imperial,dataset_family,p2,source_verification,unknown,unknown,LFP|NMC|NCA|Li_Sulfur|Na_ion|solid_state,drive_cycle|forklift|ferry|v2g|swelling|eis|thermal_management,soc|soh|rul|eis|thermal|fleet,15,,,,,https://github.com/Ruifeng-Tan/BatteryLife,,,,
rwth_isea_drive_cycle_2021,RWTH ISEA drive-cycle aging test of 28 NCA/C+Si 18650 cells,RWTH Aachen ISEA,dataset,p1,license_review,unknown,open,NCA_C_Si,drive_cycle_aging,soc|soh|rul,1,28,,,,https://publications.rwth-aachen.de/record/815749/files/,,,,
imperial_kirkaldy_21700_2024,Faraday / Imperial 21700 cycle-aging dataset,Imperial College London / The Faraday Institution,dataset,p0,ready_for_tier1,allowed,open,NMC811,cycle_aging|drive_cycle_aging|pocv|gitt,soc|soh|rul|ecm,5,,,49.4,CC-BY-4.0,https://zenodo.org/records/10637534,10.5281/zenodo.10637534,,,
imperial_pack_thermal_gradient_2023,Imperial pack degradation under thermal gradients,Imperial College London,dataset,p2,license_review,unknown,open,Li_ion,pack_aging|thermal_gradient,pack|soh|thermal,2,,,,,https://zenodo.org/records/10207731,10.5281/zenodo.10207731,,,
xjtu_55_cell_dataset,XJTU battery dataset,Xi'an Jiaotong University,dataset,p1,license_review,unknown,open,NCM523,six_charge_discharge_strategies,soh|rul,7,55,1.0,,,https://wang-fujin.github.io/,,,,
asian_institution_pool,"Asian institutional EV, fast-charge, and thermal-runaway pool",XJTU / BIT / Tsinghua / Tongji / CAAM,dataset_family,p2,source_verification,unknown,unknown,NMC|NCM|LFP|mixed,fast_charging|ev_real_world|thermal_runaway|hybrid_fuel_cell,soc|soh|rul|thermal|fleet,8,,,,,https://github.com/Ruifeng-Tan/BatteryLife,,,,
industry_second_life_bess_pool,"Industrial, second-life, abuse, and BESS dataset pool",ANL / NREL / Purdue / Michigan / UW-Madison / PyBaMM / BEEP,dataset_family,p2,source_verification,unknown,unknown,LFP|NMC|NCA|mixed,automotive|second_life|abuse|bess_operation|validation,soc|soh|rul|abuse|thermal|second_life|fleet,10,,,,,https://batteryarchive.org/,,,,
energy_storage_power_station_2026,Energy Storage Power Station Li-ion real-world operation dataset,Zenodo community contributor,dataset,p2,license_review,unknown,open,Li_ion,bess_operation|charging|discharging|power_fluctuation,soc|soh|thermal|fault,1,,,0.0192,,https://zenodo.org/records/18471156,,,,
bayreuth_degradation_path_indicators_2025,Degradation path indicators for lithium-ion batteries,University of Bayreuth,dataset,p2,license_review,unknown,open,Li_ion,cccv_discharge_capacity|pulse_measurements|pseudo_ocv|eis|nfra,soh|eis|ecm,3,48,,,,https://zenodo.org/records/15755725,,,,
battery_life_unprocessed_watchlist,BatteryLife open-source unprocessed dataset watchlist,BatteryLife Project / community sources,aggregate,p2,source_verification,unknown,unknown,Li_ion|Na_ion|mixed,evtols|dynamic_cycling|aging_matrix|ct_scans|mixed_sources,soh|rul|thermal|fault,9,,,,,https://github.com/Ruifeng-Tan/BatteryLife,,,,
pybamm_validation_datasets,PyBaMM open validation datasets,PyBaMM community,benchmark,p3,source_verification,unknown,open,Li_ion,model_validation,ecm|soc|soh,2,,,,,https://github.com/pybamm-team/PyBaMM,,,,
beep_validation_datasets,BEEP validation datasets,Toyota Research Institute / Stanford / BEEP community,benchmark,p3,source_verification,unknown,open,Li_ion|LFP|NMC,early_prediction|validation,soh|rul,2,,,,,https://github.com/TRI-AMDD/beep,,,,