Datasets:
Modalities:
Text
Formats:
json
Size:
< 1K
Tags:
batteries
battery-management-system
state-of-charge
state-of-health
remaining-useful-life
dataset-catalog
License:
| { | |
| "generated_on": "2026-05-01", | |
| "policy": "This catalog is the broad BSEBench discovery layer. A prospect is not an official downloadable BSEBench dataset until a strict manifest exists under manifests/ with verified SHA-256 hashes and a Hugging Face Tier 1 mirror. Records with redistribution=unknown or blocked must not be mirrored until licensing is resolved.", | |
| "prospects": [ | |
| { | |
| "access_friction": "registration_required", | |
| "blockers": [], | |
| "bsebench_tasks": [ | |
| "soh", | |
| "rul", | |
| "soc" | |
| ], | |
| "canonical_doi": "10.1038/s41560-019-0356-8", | |
| "canonical_url": "https://data.matr.io/1/projects/5c48dd2bc625d700019f3204", | |
| "chemistries": [ | |
| "LFP" | |
| ], | |
| "display_name": "Severson 2019 LFP fast-charge cycle-life dataset", | |
| "huggingface_tier1_repo": "bsebench-org/severson-2019-raw", | |
| "huggingface_tier2_repo": "bsebench-org/severson-2019", | |
| "ingestion_status": "mirrored_tier2", | |
| "institution": "MIT / Stanford / Toyota Research Institute", | |
| "license": "CC-BY-4.0", | |
| "n_cells_total": 124, | |
| "name": "severson_2019_lfp", | |
| "named_variants": [ | |
| "2017-05-12 batch", | |
| "2017-06-30 batch", | |
| "2018-04-12 batch" | |
| ], | |
| "notes": "Canonical BSEBench proof-of-pipeline dataset.", | |
| "priority": "p0", | |
| "profiles": [ | |
| "fast_charge", | |
| "constant_current_discharge" | |
| ], | |
| "publication_year": 2019, | |
| "redistribution": "allowed", | |
| "references": [ | |
| { | |
| "label": "MATR project", | |
| "url": "https://data.matr.io/1/projects/5c48dd2bc625d700019f3204" | |
| } | |
| ], | |
| "sampling_rate_hz": 0.2, | |
| "source_confidence": "high", | |
| "source_kind": "dataset", | |
| "temperatures_C": [ | |
| 30.0 | |
| ], | |
| "total_size_gb": 8.27 | |
| }, | |
| { | |
| "access_friction": "open", | |
| "blockers": [], | |
| "bsebench_tasks": [ | |
| "soc", | |
| "soh", | |
| "rul", | |
| "ecm" | |
| ], | |
| "canonical_doi": "10.5287/bodleian:KO2kdmYGg", | |
| "canonical_url": "https://ora.ox.ac.uk/objects/uuid:03ba4b01-cfed-46d3-9b1a-7d4a7bdf6fac", | |
| "chemistries": [ | |
| "NMC" | |
| ], | |
| "display_name": "Oxford Battery Degradation Dataset 1", | |
| "huggingface_tier1_repo": "bsebench-org/oxford-birkl-2017-raw", | |
| "huggingface_tier2_repo": "bsebench-org/oxford-birkl-2017", | |
| "ingestion_status": "mirrored_tier2", | |
| "institution": "University of Oxford", | |
| "license": "ODbL-1.0", | |
| "n_cells_total": 8, | |
| "name": "oxford_birkl_2017", | |
| "named_variants": [ | |
| "Cell1", | |
| "Cell2", | |
| "Cell3", | |
| "Cell4", | |
| "Cell5", | |
| "Cell6", | |
| "Cell7", | |
| "Cell8" | |
| ], | |
| "notes": null, | |
| "priority": "p0", | |
| "profiles": [ | |
| "artemis_urban_drive_cycle", | |
| "rpt" | |
| ], | |
| "publication_year": 2017, | |
| "redistribution": "allowed", | |
| "references": [ | |
| { | |
| "label": "Oxford ORA record", | |
| "url": "https://ora.ox.ac.uk/objects/uuid:03ba4b01-cfed-46d3-9b1a-7d4a7bdf6fac" | |
| } | |
| ], | |
| "sampling_rate_hz": 1.0, | |
| "source_confidence": "high", | |
| "source_kind": "dataset", | |
| "temperatures_C": [ | |
| 40.0 | |
| ], | |
| "total_size_gb": 0.26 | |
| }, | |
| { | |
| "access_friction": "open", | |
| "blockers": [], | |
| "bsebench_tasks": [ | |
| "soc", | |
| "soh", | |
| "rul" | |
| ], | |
| "canonical_doi": null, | |
| "canonical_url": "https://www.nasa.gov/intelligent-systems-division/discovery-and-systems-health/pcoe/pcoe-data-set-repository/", | |
| "chemistries": [ | |
| "LCO" | |
| ], | |
| "display_name": "NASA PCoE Randomized Battery Usage Data Set", | |
| "huggingface_tier1_repo": "bsebench-org/nasa-rw-2014-raw", | |
| "huggingface_tier2_repo": null, | |
| "ingestion_status": "mirrored_tier1", | |
| "institution": "NASA Ames Prognostics Center of Excellence", | |
| "license": "CC0-1.0", | |
| "n_cells_total": 28, | |
| "name": "nasa_rw_2014", | |
| "named_variants": [ | |
| "Randomized Battery Usage 1", | |
| "Randomized Battery Usage 2", | |
| "Randomized Battery Usage 3", | |
| "Randomized Battery Usage 4", | |
| "Randomized Battery Usage 5", | |
| "Randomized Battery Usage 6", | |
| "Randomized Battery Usage 7", | |
| "Small Satellite Power Simulation BP930", | |
| "Randomized and Recommissioned Battery Dataset" | |
| ], | |
| "notes": null, | |
| "priority": "p0", | |
| "profiles": [ | |
| "random_walk", | |
| "reference_performance_test" | |
| ], | |
| "publication_year": 2014, | |
| "redistribution": "allowed", | |
| "references": [ | |
| { | |
| "label": "NASA PCoE repository", | |
| "url": "https://www.nasa.gov/intelligent-systems-division/discovery-and-systems-health/pcoe/pcoe-data-set-repository/" | |
| } | |
| ], | |
| "sampling_rate_hz": 1.0, | |
| "source_confidence": "high", | |
| "source_kind": "dataset", | |
| "temperatures_C": null, | |
| "total_size_gb": 1.07 | |
| }, | |
| { | |
| "access_friction": "open", | |
| "blockers": [], | |
| "bsebench_tasks": [ | |
| "soc", | |
| "soh", | |
| "rul" | |
| ], | |
| "canonical_doi": "10.5281/zenodo.15481956", | |
| "canonical_url": "https://zenodo.org/records/15481956", | |
| "chemistries": [ | |
| "NMC", | |
| "LFP" | |
| ], | |
| "display_name": "Empa Aurora BDF-native robotic battery dataset", | |
| "huggingface_tier1_repo": "bsebench-org/empa-aurora-2025-raw", | |
| "huggingface_tier2_repo": null, | |
| "ingestion_status": "mirrored_tier1", | |
| "institution": "Empa / ETH Zurich / EPFL / SINTEF", | |
| "license": "CC-BY-4.0", | |
| "n_cells_total": 199, | |
| "name": "empa_aurora_2025", | |
| "named_variants": [ | |
| "NMC graphite coin cells", | |
| "LFP graphite coin cells" | |
| ], | |
| "notes": null, | |
| "priority": "p0", | |
| "profiles": [ | |
| "automated_cycling" | |
| ], | |
| "publication_year": 2025, | |
| "redistribution": "allowed", | |
| "references": [ | |
| { | |
| "label": "LF Energy BDA release", | |
| "url": "https://batterydataalliance.energy/news/largest-dataset-release" | |
| }, | |
| { | |
| "label": "Zenodo record", | |
| "url": "https://zenodo.org/records/15481956" | |
| } | |
| ], | |
| "sampling_rate_hz": 1.0, | |
| "source_confidence": "high", | |
| "source_kind": "dataset", | |
| "temperatures_C": null, | |
| "total_size_gb": 2.51 | |
| }, | |
| { | |
| "access_friction": "open", | |
| "blockers": [], | |
| "bsebench_tasks": [ | |
| "soc", | |
| "soh", | |
| "ecm" | |
| ], | |
| "canonical_doi": null, | |
| "canonical_url": "https://github.com/JiaqiYaoTUB/Lithium-Ion-Battery-Drive-Cycle-Dataset", | |
| "chemistries": [ | |
| "NMC" | |
| ], | |
| "display_name": "TU Berlin lithium-ion drive-cycle dataset", | |
| "huggingface_tier1_repo": "bsebench-org/yao-tu-berlin-2024-raw", | |
| "huggingface_tier2_repo": null, | |
| "ingestion_status": "mirrored_tier1", | |
| "institution": "Technische Universitaet Berlin", | |
| "license": "CC-BY-4.0", | |
| "n_cells_total": 3, | |
| "name": "yao_tu_berlin_2024", | |
| "named_variants": [ | |
| "NMC063", | |
| "NMC068", | |
| "NMC069" | |
| ], | |
| "notes": null, | |
| "priority": "p1", | |
| "profiles": [ | |
| "BCDC", | |
| "LA92", | |
| "HHDDT", | |
| "IM", | |
| "CSHVC", | |
| "FTP72", | |
| "FTP75", | |
| "HWFET", | |
| "US06", | |
| "PDTCB", | |
| "PDMHC", | |
| "OCTBC" | |
| ], | |
| "publication_year": 2024, | |
| "redistribution": "allowed", | |
| "references": [ | |
| { | |
| "label": "GitHub repository", | |
| "url": "https://github.com/JiaqiYaoTUB/Lithium-Ion-Battery-Drive-Cycle-Dataset" | |
| } | |
| ], | |
| "sampling_rate_hz": 10.0, | |
| "source_confidence": "high", | |
| "source_kind": "dataset", | |
| "temperatures_C": [ | |
| 5.0, | |
| 15.0, | |
| 25.0, | |
| 35.0, | |
| 45.0 | |
| ], | |
| "total_size_gb": 1.1 | |
| }, | |
| { | |
| "access_friction": "open", | |
| "blockers": [], | |
| "bsebench_tasks": [ | |
| "soc", | |
| "soh", | |
| "eis" | |
| ], | |
| "canonical_doi": "10.35097/1947", | |
| "canonical_url": "https://radar4kit.kit.edu/radar/en/dataset/sZmjUlDKNpkpWFFC", | |
| "chemistries": [ | |
| "NMC_C_SiO" | |
| ], | |
| "display_name": "KIT LG HG2 NMC/C-SiO aging dataset subset", | |
| "huggingface_tier1_repo": "bsebench-org/lg-hg2-stroebl-2024-raw", | |
| "huggingface_tier2_repo": null, | |
| "ingestion_status": "mirrored_tier1", | |
| "institution": "Karlsruhe Institute of Technology", | |
| "license": "CC-BY-4.0", | |
| "n_cells_total": 228, | |
| "name": "lg_hg2_stroebl_2024", | |
| "named_variants": [ | |
| "WLTC truncated 28-cell subset", | |
| "full 228-cell raw log archive", | |
| "capacity fade records", | |
| "impedance fade records" | |
| ], | |
| "notes": null, | |
| "priority": "p1", | |
| "profiles": [ | |
| "calendar_aging", | |
| "cyclic_aging", | |
| "wltc" | |
| ], | |
| "publication_year": 2024, | |
| "redistribution": "allowed", | |
| "references": [ | |
| { | |
| "label": "Scientific Data article", | |
| "url": "https://www.nature.com/articles/s41597-024-03831-x" | |
| }, | |
| { | |
| "label": "Zenodo log data", | |
| "url": "https://zenodo.org/records/14555843" | |
| } | |
| ], | |
| "sampling_rate_hz": 0.5, | |
| "source_confidence": "high", | |
| "source_kind": "dataset_subset", | |
| "temperatures_C": null, | |
| "total_size_gb": 69.0 | |
| }, | |
| { | |
| "access_friction": "open", | |
| "blockers": [], | |
| "bsebench_tasks": [ | |
| "soc", | |
| "soh", | |
| "rul" | |
| ], | |
| "canonical_doi": null, | |
| "canonical_url": "https://github.com/Ruifeng-Tan/BatteryLife", | |
| "chemistries": [ | |
| "LFP" | |
| ], | |
| "display_name": "BatteryLife CALB LFP dataset", | |
| "huggingface_tier1_repo": "bsebench-org/batterylife-calb-raw", | |
| "huggingface_tier2_repo": null, | |
| "ingestion_status": "mirrored_tier1", | |
| "institution": "BatteryLife Project", | |
| "license": "CC-BY-4.0", | |
| "n_cells_total": 16, | |
| "name": "batterylife_calb", | |
| "named_variants": [ | |
| "CALB B173-B225", | |
| "CALB T25 reference", | |
| "CALB 25C aging", | |
| "CALB 35C aging" | |
| ], | |
| "notes": null, | |
| "priority": "p1", | |
| "profiles": [ | |
| "industrial_cycle_life" | |
| ], | |
| "publication_year": 2024, | |
| "redistribution": "allowed", | |
| "references": [ | |
| { | |
| "label": "BatteryLife GitHub", | |
| "url": "https://github.com/Ruifeng-Tan/BatteryLife" | |
| } | |
| ], | |
| "sampling_rate_hz": 1.0, | |
| "source_confidence": "high", | |
| "source_kind": "dataset", | |
| "temperatures_C": null, | |
| "total_size_gb": null | |
| }, | |
| { | |
| "access_friction": "open", | |
| "blockers": [], | |
| "bsebench_tasks": [ | |
| "soc", | |
| "soh", | |
| "rul" | |
| ], | |
| "canonical_doi": null, | |
| "canonical_url": "https://github.com/Ruifeng-Tan/BatteryLife", | |
| "chemistries": [ | |
| "Na_ion" | |
| ], | |
| "display_name": "BatteryLife sodium-ion dataset", | |
| "huggingface_tier1_repo": "bsebench-org/batterylife-naion-raw", | |
| "huggingface_tier2_repo": null, | |
| "ingestion_status": "mirrored_tier1", | |
| "institution": "BatteryLife Project", | |
| "license": "CC-BY-4.0", | |
| "n_cells_total": 16, | |
| "name": "batterylife_naion", | |
| "named_variants": [ | |
| "Na-ion 270040 campaign", | |
| "Na-ion multi-campaign cycle-life records" | |
| ], | |
| "notes": null, | |
| "priority": "p1", | |
| "profiles": [ | |
| "cycle_life" | |
| ], | |
| "publication_year": 2024, | |
| "redistribution": "allowed", | |
| "references": [ | |
| { | |
| "label": "BatteryLife GitHub", | |
| "url": "https://github.com/Ruifeng-Tan/BatteryLife" | |
| } | |
| ], | |
| "sampling_rate_hz": 1.0, | |
| "source_confidence": "high", | |
| "source_kind": "dataset", | |
| "temperatures_C": null, | |
| "total_size_gb": null | |
| }, | |
| { | |
| "access_friction": "open", | |
| "blockers": [ | |
| "Upstream aggregate mixes datasets with different licenses; mirror only source-by-source after license audit." | |
| ], | |
| "bsebench_tasks": [ | |
| "soh", | |
| "rul" | |
| ], | |
| "canonical_doi": "10.1145/3711896.3737372", | |
| "canonical_url": "https://github.com/Ruifeng-Tan/BatteryLife", | |
| "chemistries": [ | |
| "Li_ion", | |
| "Zn_ion", | |
| "Na_ion", | |
| "LFP", | |
| "NMC", | |
| "LCO" | |
| ], | |
| "display_name": "BatteryLife aggregate benchmark", | |
| "huggingface_tier1_repo": null, | |
| "huggingface_tier2_repo": null, | |
| "ingestion_status": "license_review", | |
| "institution": "HKUST(GZ) / BatteryLife Project", | |
| "license": "MIT for code; data licenses vary by upstream source", | |
| "n_cells_total": 990, | |
| "name": "battery_life_aggregate", | |
| "named_variants": [ | |
| "CALCE", | |
| "MATR", | |
| "HUST", | |
| "RWTH", | |
| "ISU_ILCC", | |
| "XJTU", | |
| "Tongji", | |
| "Stanford", | |
| "HNEI", | |
| "SNL", | |
| "MICH", | |
| "MICH_EXP", | |
| "UL_PUR", | |
| "CALB", | |
| "Na-ion", | |
| "Zn-ion", | |
| "SDU", | |
| "Stanford_2" | |
| ], | |
| "notes": null, | |
| "priority": "p1", | |
| "profiles": [ | |
| "cycle_life", | |
| "battery_life_prediction" | |
| ], | |
| "publication_year": 2025, | |
| "redistribution": "unknown", | |
| "references": [ | |
| { | |
| "label": "BatteryLife README", | |
| "url": "https://github.com/Ruifeng-Tan/BatteryLife" | |
| } | |
| ], | |
| "sampling_rate_hz": null, | |
| "source_confidence": "high", | |
| "source_kind": "aggregate", | |
| "temperatures_C": null, | |
| "total_size_gb": null | |
| }, | |
| { | |
| "access_friction": "open", | |
| "blockers": [ | |
| "Current NASA Open Data page says license not specified; verify NASA public-domain status for raw files before mirroring." | |
| ], | |
| "bsebench_tasks": [ | |
| "soc", | |
| "soh", | |
| "rul", | |
| "eis" | |
| ], | |
| "canonical_doi": null, | |
| "canonical_url": "https://data.nasa.gov/dataset/li-ion-battery-aging-datasets", | |
| "chemistries": [ | |
| "LCO" | |
| ], | |
| "display_name": "NASA PCoE Li-ion Battery Aging Datasets", | |
| "huggingface_tier1_repo": null, | |
| "huggingface_tier2_repo": null, | |
| "ingestion_status": "license_review", | |
| "institution": "NASA Ames Prognostics Center of Excellence", | |
| "license": "NASA open data / license not specified on current data.nasa.gov record", | |
| "n_cells_total": null, | |
| "name": "nasa_pcoe_liion_aging", | |
| "named_variants": [ | |
| "NASA B0005", | |
| "NASA B0006", | |
| "NASA B0007", | |
| "NASA B0018", | |
| "NASA EIS Impedance Aging Dataset" | |
| ], | |
| "notes": null, | |
| "priority": "p1", | |
| "profiles": [ | |
| "charge", | |
| "discharge", | |
| "eis", | |
| "deep_discharge" | |
| ], | |
| "publication_year": 2010, | |
| "redistribution": "unknown", | |
| "references": [ | |
| { | |
| "label": "NASA Open Data record", | |
| "url": "https://data.nasa.gov/dataset/li-ion-battery-aging-datasets" | |
| } | |
| ], | |
| "sampling_rate_hz": 10.0, | |
| "source_confidence": "high", | |
| "source_kind": "dataset_family", | |
| "temperatures_C": null, | |
| "total_size_gb": null | |
| }, | |
| { | |
| "access_friction": "open", | |
| "blockers": [ | |
| "CALCE asks for citation but does not expose a standard redistribution license on the portal." | |
| ], | |
| "bsebench_tasks": [ | |
| "soc", | |
| "soh", | |
| "rul", | |
| "eis", | |
| "ecm" | |
| ], | |
| "canonical_doi": null, | |
| "canonical_url": "https://calce.umd.edu/data", | |
| "chemistries": [ | |
| "LCO", | |
| "LFP", | |
| "NMC", | |
| "NCA" | |
| ], | |
| "display_name": "CALCE Battery Research Data portal", | |
| "huggingface_tier1_repo": null, | |
| "huggingface_tier2_repo": null, | |
| "ingestion_status": "license_review", | |
| "institution": "University of Maryland CALCE", | |
| "license": "open access, explicit redistribution license not found", | |
| "n_cells_total": null, | |
| "name": "calce_battery_portal", | |
| "named_variants": [ | |
| "CS2 Series", | |
| "CX2 Series", | |
| "PL Series", | |
| "IN Series", | |
| "A123 Series", | |
| "K2 Series", | |
| "Moli Series", | |
| "LG 18650HG2 Degradation Data", | |
| "Samsung 35E Degradation Data", | |
| "Sony Murata VTC4 Degradation Data", | |
| "Sony Murata VTC5 Degradation Data", | |
| "Dynamic Stress Test Profile Data", | |
| "Federal Urban Driving Schedule Profile Data", | |
| "US06 Highway Driving Profile Data", | |
| "BJD Series Data" | |
| ], | |
| "notes": null, | |
| "priority": "p1", | |
| "profiles": [ | |
| "full_cycling", | |
| "partial_cycling", | |
| "storage", | |
| "dst", | |
| "fuds", | |
| "us06", | |
| "ocv", | |
| "eis" | |
| ], | |
| "publication_year": null, | |
| "redistribution": "unknown", | |
| "references": [ | |
| { | |
| "label": "CALCE data portal", | |
| "url": "https://calce.umd.edu/data" | |
| } | |
| ], | |
| "sampling_rate_hz": null, | |
| "source_confidence": "high", | |
| "source_kind": "portal", | |
| "temperatures_C": null, | |
| "total_size_gb": null | |
| }, | |
| { | |
| "access_friction": "registration_required", | |
| "blockers": [ | |
| "Split exact MATR project IDs and license terms for each later batch before mirroring." | |
| ], | |
| "bsebench_tasks": [ | |
| "soh", | |
| "rul" | |
| ], | |
| "canonical_doi": null, | |
| "canonical_url": "https://data.matr.io/", | |
| "chemistries": [ | |
| "LFP" | |
| ], | |
| "display_name": "MIT-Stanford-Toyota fast charging MATR family", | |
| "huggingface_tier1_repo": null, | |
| "huggingface_tier2_repo": null, | |
| "ingestion_status": "source_verification", | |
| "institution": "MIT / Stanford / Toyota Research Institute", | |
| "license": null, | |
| "n_cells_total": null, | |
| "name": "mit_stanford_toyota_fast_charge", | |
| "named_variants": [ | |
| "MIT Fast-Charging Batch 1", | |
| "MIT Fast-Charging Batch 2", | |
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