publish BSEBench battery dataset prospect catalog

README.md

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+---
+license: cc-by-4.0
+pretty_name: BSEBench Battery Dataset Catalog
+tags:
+- batteries
+- battery-management-system
+- state-of-charge
+- state-of-health
+- remaining-useful-life
+- dataset-catalog
+---
+
+# BSEBench Battery Dataset Catalog
+
+This repository is the public discovery layer for BSEBench battery datasets.
+It is not a raw-data mirror. Raw files become official BSEBench datasets
+only after a strict manifest exists in `bsebench-datasets/manifests/`
+with verified SHA-256 checksums and Hugging Face Tier 1 storage.
+
+- Prospect records: 28
+- Named datasets / variants indexed: 204
+- Generated on: 2026-05-01
+
+## Files
+
+- `dataset_prospects.yaml`: canonical hand-curated catalog
+- `dataset_prospects.json`: JSON export for tools
+- `dataset_prospects.csv`: flat table for spreadsheets/search
+
+## Ingestion Status Counts
+
+- `license_review`: 10
+- `mirrored_tier1`: 6
+- `mirrored_tier2`: 2
+- `ready_for_tier1`: 1
+- `source_verification`: 9
+
+## Redistribution Counts
+
+- `allowed`: 9
+- `unknown`: 19
+
+## Priority Counts
+
+- `p0`: 5
+- `p1`: 12
+- `p2`: 9
+- `p3`: 2
+
+## 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.

dataset_prospects.csv

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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,,,,

dataset_prospects.json

@@ -0,0 +1,1525 @@
+{
+  "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"
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+        "Expt 3 Cathode Degradation and Li-Plating",
+        "Expt 4 Drive Cycle Aging Control",
+        "Expt 5 Standard Cycle Aging Control"
+      ],
+      "notes": null,
+      "priority": "p0",
+      "profiles": [
+        "cycle_aging",
+        "drive_cycle_aging",
+        "pocv",
+        "gitt"
+      ],
+      "publication_year": 2024,
+      "redistribution": "allowed",
+      "references": [
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+          "label": "Zenodo record",
+          "url": "https://zenodo.org/records/10637534"
+        }
+      ],
+      "sampling_rate_hz": null,
+      "source_confidence": "high",
+      "source_kind": "dataset",
+      "temperatures_C": [
+        10.0,
+        25.0,
+        40.0
+      ],
+      "total_size_gb": 49.4
+    },
+    {
+      "access_friction": "open",
+      "blockers": [],
+      "bsebench_tasks": [
+        "pack",
+        "soh",
+        "thermal"
+      ],
+      "canonical_doi": "10.5281/zenodo.10207731",
+      "canonical_url": "https://zenodo.org/records/10207731",
+      "chemistries": [
+        "Li_ion"
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+      "huggingface_tier1_repo": null,
+      "huggingface_tier2_repo": null,
+      "ingestion_status": "license_review",
+      "institution": "Imperial College London",
+      "license": null,
+      "n_cells_total": null,
+      "name": "imperial_pack_thermal_gradient_2023",
+      "named_variants": [
+        "parallel-connected pack degradation raw data",
+        "parallel-connected pack processed data"
+      ],
+      "notes": null,
+      "priority": "p2",
+      "profiles": [
+        "pack_aging",
+        "thermal_gradient"
+      ],
+      "publication_year": 2023,
+      "redistribution": "unknown",
+      "references": [
+        {
+          "label": "Zenodo record",
+          "url": "https://zenodo.org/records/10207731"
+        }
+      ],
+      "sampling_rate_hz": null,
+      "source_confidence": "high",
+      "source_kind": "dataset",
+      "temperatures_C": null,
+      "total_size_gb": null
+    },
+    {
+      "access_friction": "open",
+      "blockers": [],
+      "bsebench_tasks": [
+        "soh",
+        "rul"
+      ],
+      "canonical_doi": null,
+      "canonical_url": "https://wang-fujin.github.io/",
+      "chemistries": [
+        "NCM523"
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+      "huggingface_tier1_repo": null,
+      "huggingface_tier2_repo": null,
+      "ingestion_status": "license_review",
+      "institution": "Xi'an Jiaotong University",
+      "license": null,
+      "n_cells_total": 55,
+      "name": "xjtu_55_cell_dataset",
+      "named_variants": [
+        "XJTU Batch 1",
+        "XJTU Batch 2",
+        "XJTU Batch 3",
+        "XJTU Batch 4",
+        "XJTU Batch 5",
+        "XJTU Batch 6",
+        "XJTU RUL Prediction Benchmark Dataset"
+      ],
+      "notes": null,
+      "priority": "p1",
+      "profiles": [
+        "six_charge_discharge_strategies"
+      ],
+      "publication_year": 2024,
+      "redistribution": "unknown",
+      "references": [
+        {
+          "label": "XJTU dataset page",
+          "url": "https://wang-fujin.github.io/"
+        },
+        {
+          "label": "XJTU papers summary",
+          "url": "https://github.com/wang-fujin/XJTU-Battery-Dataset-Papers-Summary"
+        }
+      ],
+      "sampling_rate_hz": 1.0,
+      "source_confidence": "high",
+      "source_kind": "dataset",
+      "temperatures_C": null,
+      "total_size_gb": null
+    },
+    {
+      "access_friction": "unknown",
+      "blockers": [],
+      "bsebench_tasks": [
+        "soc",
+        "soh",
+        "rul",
+        "thermal",
+        "fleet"
+      ],
+      "canonical_doi": null,
+      "canonical_url": "https://github.com/Ruifeng-Tan/BatteryLife",
+      "chemistries": [
+        "NMC",
+        "NCM",
+        "LFP",
+        "mixed"
+      ],
+      "display_name": "Asian institutional EV, fast-charge, and thermal-runaway pool",
+      "huggingface_tier1_repo": null,
+      "huggingface_tier2_repo": null,
+      "ingestion_status": "source_verification",
+      "institution": "XJTU / BIT / Tsinghua / Tongji / CAAM",
+      "license": null,
+      "n_cells_total": null,
+      "name": "asian_institution_pool",
+      "named_variants": [
+        "XJTU Battery Degradation Dataset 1",
+        "XJTU Battery Degradation Dataset 2",
+        "XJTU RUL Prediction Benchmark Dataset",
+        "BIT EV Battery Real-world Driving Dataset",
+        "Tsinghua University Battery Fast Charging Dataset",
+        "Tsinghua University Thermal Runaway Dataset",
+        "Tongji University Fuel Cell and Li-ion Hybrid Dataset",
+        "CAAM EV Real-world Operation Dataset"
+      ],
+      "notes": null,
+      "priority": "p2",
+      "profiles": [
+        "fast_charging",
+        "ev_real_world",
+        "thermal_runaway",
+        "hybrid_fuel_cell"
+      ],
+      "publication_year": null,
+      "redistribution": "unknown",
+      "references": [
+        {
+          "label": "BatteryLife source list",
+          "url": "https://github.com/Ruifeng-Tan/BatteryLife"
+        }
+      ],
+      "sampling_rate_hz": null,
+      "source_confidence": "medium",
+      "source_kind": "dataset_family",
+      "temperatures_C": null,
+      "total_size_gb": null
+    },
+    {
+      "access_friction": "unknown",
+      "blockers": [],
+      "bsebench_tasks": [
+        "soc",
+        "soh",
+        "rul",
+        "abuse",
+        "thermal",
+        "second_life",
+        "fleet"
+      ],
+      "canonical_doi": null,
+      "canonical_url": "https://batteryarchive.org/",
+      "chemistries": [
+        "LFP",
+        "NMC",
+        "NCA",
+        "mixed"
+      ],
+      "display_name": "Industrial, second-life, abuse, and BESS dataset pool",
+      "huggingface_tier1_repo": null,
+      "huggingface_tier2_repo": null,
+      "ingestion_status": "source_verification",
+      "institution": "ANL / NREL / Purdue / Michigan / UW-Madison / PyBaMM / BEEP",
+      "license": null,
+      "n_cells_total": null,
+      "name": "industry_second_life_bess_pool",
+      "named_variants": [
+        "Argonne National Lab Automotive Usage Dataset",
+        "NREL Second-Life Battery Dataset",
+        "NREL Battery Abuse Testing Dataset",
+        "University of Michigan Battery Degradation and Expansion Dataset",
+        "Energy Storage Power Station Real-World BESS Dataset",
+        "UL-PUR Thermal Runaway Mitigation Dataset",
+        "Panasonic 18650PF Temperature Dependent Dataset",
+        "BEEP Validation Datasets",
+        "PyBaMM Open Validation Datasets",
+        "Battery Failure Databank"
+      ],
+      "notes": null,
+      "priority": "p2",
+      "profiles": [
+        "automotive",
+        "second_life",
+        "abuse",
+        "bess_operation",
+        "validation"
+      ],
+      "publication_year": null,
+      "redistribution": "unknown",
+      "references": [
+        {
+          "label": "Battery Archive",
+          "url": "https://batteryarchive.org/"
+        }
+      ],
+      "sampling_rate_hz": null,
+      "source_confidence": "medium",
+      "source_kind": "dataset_family",
+      "temperatures_C": null,
+      "total_size_gb": null
+    },
+    {
+      "access_friction": "open",
+      "blockers": [],
+      "bsebench_tasks": [
+        "soc",
+        "soh",
+        "thermal",
+        "fault"
+      ],
+      "canonical_doi": null,
+      "canonical_url": "https://zenodo.org/records/18471156",
+      "chemistries": [
+        "Li_ion"
+      ],
+      "display_name": "Energy Storage Power Station Li-ion real-world operation dataset",
+      "huggingface_tier1_repo": null,
+      "huggingface_tier2_repo": null,
+      "ingestion_status": "license_review",
+      "institution": "Zenodo community contributor",
+      "license": null,
+      "n_cells_total": null,
+      "name": "energy_storage_power_station_2026",
+      "named_variants": [
+        "BatteryData.zip"
+      ],
+      "notes": null,
+      "priority": "p2",
+      "profiles": [
+        "bess_operation",
+        "charging",
+        "discharging",
+        "power_fluctuation"
+      ],
+      "publication_year": 2026,
+      "redistribution": "unknown",
+      "references": [
+        {
+          "label": "Zenodo record",
+          "url": "https://zenodo.org/records/18471156"
+        }
+      ],
+      "sampling_rate_hz": null,
+      "source_confidence": "medium",
+      "source_kind": "dataset",
+      "temperatures_C": null,
+      "total_size_gb": 0.0192
+    },
+    {
+      "access_friction": "open",
+      "blockers": [],
+      "bsebench_tasks": [
+        "soh",
+        "eis",
+        "ecm"
+      ],
+      "canonical_doi": null,
+      "canonical_url": "https://zenodo.org/records/15755725",
+      "chemistries": [
+        "Li_ion"
+      ],
+      "display_name": "Degradation path indicators for lithium-ion batteries",
+      "huggingface_tier1_repo": null,
+      "huggingface_tier2_repo": null,
+      "ingestion_status": "license_review",
+      "institution": "University of Bayreuth",
+      "license": null,
+      "n_cells_total": 48,
+      "name": "bayreuth_degradation_path_indicators_2025",
+      "named_variants": [
+        "48-cell beginning-of-life records",
+        "48-cell aging records",
+        "48-cell end-of-life records"
+      ],
+      "notes": null,
+      "priority": "p2",
+      "profiles": [
+        "cccv_discharge_capacity",
+        "pulse_measurements",
+        "pseudo_ocv",
+        "eis",
+        "nfra"
+      ],
+      "publication_year": 2025,
+      "redistribution": "unknown",
+      "references": [
+        {
+          "label": "Zenodo record",
+          "url": "https://zenodo.org/records/15755725"
+        }
+      ],
+      "sampling_rate_hz": null,
+      "source_confidence": "high",
+      "source_kind": "dataset",
+      "temperatures_C": null,
+      "total_size_gb": null
+    },
+    {
+      "access_friction": "unknown",
+      "blockers": [],
+      "bsebench_tasks": [
+        "soh",
+        "rul",
+        "thermal",
+        "fault"
+      ],
+      "canonical_doi": null,
+      "canonical_url": "https://github.com/Ruifeng-Tan/BatteryLife",
+      "chemistries": [
+        "Li_ion",
+        "Na_ion",
+        "mixed"
+      ],
+      "display_name": "BatteryLife open-source unprocessed dataset watchlist",
+      "huggingface_tier1_repo": null,
+      "huggingface_tier2_repo": null,
+      "ingestion_status": "source_verification",
+      "institution": "BatteryLife Project / community sources",
+      "license": null,
+      "n_cells_total": null,
+      "name": "battery_life_unprocessed_watchlist",
+      "named_variants": [
+        "CMU eVTOL Battery Dataset",
+        "Stanford Dynamic Cycling Enhances Battery Lifetime",
+        "MATR Aging Matrix 2025",
+        "Degradation Path Prediction under Dynamic Operating Sequences",
+        "Physics-informed Degradation Pattern Decoupling",
+        "Computed Tomography Scans of Battery Cells",
+        "Lithium to Sodium Lifetime Prognosis Transfer",
+        "Large Battery Model Mixed Sources",
+        "Discovery Learning Cycle Life Dataset"
+      ],
+      "notes": null,
+      "priority": "p2",
+      "profiles": [
+        "evtols",
+        "dynamic_cycling",
+        "aging_matrix",
+        "ct_scans",
+        "mixed_sources"
+      ],
+      "publication_year": null,
+      "redistribution": "unknown",
+      "references": [
+        {
+          "label": "BatteryLife README watchlist",
+          "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": [],
+      "bsebench_tasks": [
+        "ecm",
+        "soc",
+        "soh"
+      ],
+      "canonical_doi": null,
+      "canonical_url": "https://github.com/pybamm-team/PyBaMM",
+      "chemistries": [
+        "Li_ion"
+      ],
+      "display_name": "PyBaMM open validation datasets",
+      "huggingface_tier1_repo": null,
+      "huggingface_tier2_repo": null,
+      "ingestion_status": "source_verification",
+      "institution": "PyBaMM community",
+      "license": null,
+      "n_cells_total": null,
+      "name": "pybamm_validation_datasets",
+      "named_variants": [
+        "PyBaMM lithium-ion validation examples",
+        "PyBaMM parameter-set validation references"
+      ],
+      "notes": null,
+      "priority": "p3",
+      "profiles": [
+        "model_validation"
+      ],
+      "publication_year": null,
+      "redistribution": "unknown",
+      "references": [
+        {
+          "label": "PyBaMM GitHub",
+          "url": "https://github.com/pybamm-team/PyBaMM"
+        }
+      ],
+      "sampling_rate_hz": null,
+      "source_confidence": "medium",
+      "source_kind": "benchmark",
+      "temperatures_C": null,
+      "total_size_gb": null
+    },
+    {
+      "access_friction": "open",
+      "blockers": [],
+      "bsebench_tasks": [
+        "soh",
+        "rul"
+      ],
+      "canonical_doi": null,
+      "canonical_url": "https://github.com/TRI-AMDD/beep",
+      "chemistries": [
+        "Li_ion",
+        "LFP",
+        "NMC"
+      ],
+      "display_name": "BEEP validation datasets",
+      "huggingface_tier1_repo": null,
+      "huggingface_tier2_repo": null,
+      "ingestion_status": "source_verification",
+      "institution": "Toyota Research Institute / Stanford / BEEP community",
+      "license": null,
+      "n_cells_total": null,
+      "name": "beep_validation_datasets",
+      "named_variants": [
+        "BEEP validation split",
+        "BEEP processed cycle-life records"
+      ],
+      "notes": null,
+      "priority": "p3",
+      "profiles": [
+        "early_prediction",
+        "validation"
+      ],
+      "publication_year": null,
+      "redistribution": "unknown",
+      "references": [
+        {
+          "label": "BEEP GitHub",
+          "url": "https://github.com/TRI-AMDD/beep"
+        }
+      ],
+      "sampling_rate_hz": null,
+      "source_confidence": "medium",
+      "source_kind": "benchmark",
+      "temperatures_C": null,
+      "total_size_gb": null
+    }
+  ],
+  "schema_version": "bsebench-dataset-prospect-catalog/v1"
+}

dataset_prospects.yaml

@@ -0,0 +1,794 @@
+schema_version: bsebench-dataset-prospect-catalog/v1
+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:
+  - name: severson_2019_lfp
+    display_name: "Severson 2019 LFP fast-charge cycle-life dataset"
+    source_kind: dataset
+    institution: "MIT / Stanford / Toyota Research Institute"
+    source_confidence: high
+    canonical_url: https://data.matr.io/1/projects/5c48dd2bc625d700019f3204
+    canonical_doi: "10.1038/s41560-019-0356-8"
+    publication_year: 2019
+    chemistries: [LFP]
+    profiles: [fast_charge, constant_current_discharge]
+    bsebench_tasks: [soh, rul, soc]
+    named_variants:
+      - "2017-05-12 batch"
+      - "2017-06-30 batch"
+      - "2018-04-12 batch"
+    temperatures_C: [30]
+    n_cells_total: 124
+    sampling_rate_hz: 0.2
+    total_size_gb: 8.27
+    license: CC-BY-4.0
+    redistribution: allowed
+    access_friction: registration_required
+    ingestion_status: mirrored_tier2
+    priority: p0
+    huggingface_tier1_repo: bsebench-org/severson-2019-raw
+    huggingface_tier2_repo: bsebench-org/severson-2019
+    references:
+      - label: "MATR project"
+        url: https://data.matr.io/1/projects/5c48dd2bc625d700019f3204
+    notes: "Canonical BSEBench proof-of-pipeline dataset."
+
+  - name: oxford_birkl_2017
+    display_name: "Oxford Battery Degradation Dataset 1"
+    source_kind: dataset
+    institution: "University of Oxford"
+    source_confidence: high
+    canonical_url: https://ora.ox.ac.uk/objects/uuid:03ba4b01-cfed-46d3-9b1a-7d4a7bdf6fac
+    canonical_doi: "10.5287/bodleian:KO2kdmYGg"
+    publication_year: 2017
+    chemistries: [NMC]
+    profiles: [artemis_urban_drive_cycle, rpt]
+    bsebench_tasks: [soc, soh, rul, ecm]
+    named_variants:
+      - "Cell1"
+      - "Cell2"
+      - "Cell3"
+      - "Cell4"
+      - "Cell5"
+      - "Cell6"
+      - "Cell7"
+      - "Cell8"
+    temperatures_C: [40]
+    n_cells_total: 8
+    sampling_rate_hz: 1.0
+    total_size_gb: 0.26
+    license: ODbL-1.0
+    redistribution: allowed
+    access_friction: open
+    ingestion_status: mirrored_tier2
+    priority: p0
+    huggingface_tier1_repo: bsebench-org/oxford-birkl-2017-raw
+    huggingface_tier2_repo: bsebench-org/oxford-birkl-2017
+    references:
+      - label: "Oxford ORA record"
+        url: https://ora.ox.ac.uk/objects/uuid:03ba4b01-cfed-46d3-9b1a-7d4a7bdf6fac
+
+  - name: nasa_rw_2014
+    display_name: "NASA PCoE Randomized Battery Usage Data Set"
+    source_kind: dataset
+    institution: "NASA Ames Prognostics Center of Excellence"
+    source_confidence: high
+    canonical_url: https://www.nasa.gov/intelligent-systems-division/discovery-and-systems-health/pcoe/pcoe-data-set-repository/
+    publication_year: 2014
+    chemistries: [LCO]
+    profiles: [random_walk, reference_performance_test]
+    bsebench_tasks: [soc, soh, rul]
+    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"
+    n_cells_total: 28
+    sampling_rate_hz: 1.0
+    total_size_gb: 1.07
+    license: CC0-1.0
+    redistribution: allowed
+    access_friction: open
+    ingestion_status: mirrored_tier1
+    priority: p0
+    huggingface_tier1_repo: bsebench-org/nasa-rw-2014-raw
+    references:
+      - label: "NASA PCoE repository"
+        url: https://www.nasa.gov/intelligent-systems-division/discovery-and-systems-health/pcoe/pcoe-data-set-repository/
+
+  - name: empa_aurora_2025
+    display_name: "Empa Aurora BDF-native robotic battery dataset"
+    source_kind: dataset
+    institution: "Empa / ETH Zurich / EPFL / SINTEF"
+    source_confidence: high
+    canonical_url: https://zenodo.org/records/15481956
+    canonical_doi: "10.5281/zenodo.15481956"
+    publication_year: 2025
+    chemistries: [NMC, LFP]
+    profiles: [automated_cycling]
+    bsebench_tasks: [soc, soh, rul]
+    named_variants:
+      - "NMC graphite coin cells"
+      - "LFP graphite coin cells"
+    n_cells_total: 199
+    sampling_rate_hz: 1.0
+    total_size_gb: 2.51
+    license: CC-BY-4.0
+    redistribution: allowed
+    access_friction: open
+    ingestion_status: mirrored_tier1
+    priority: p0
+    huggingface_tier1_repo: bsebench-org/empa-aurora-2025-raw
+    references:
+      - label: "LF Energy BDA release"
+        url: https://batterydataalliance.energy/news/largest-dataset-release
+      - label: "Zenodo record"
+        url: https://zenodo.org/records/15481956
+
+  - name: yao_tu_berlin_2024
+    display_name: "TU Berlin lithium-ion drive-cycle dataset"
+    source_kind: dataset
+    institution: "Technische Universitaet Berlin"
+    source_confidence: high
+    canonical_url: https://github.com/JiaqiYaoTUB/Lithium-Ion-Battery-Drive-Cycle-Dataset
+    publication_year: 2024
+    chemistries: [NMC]
+    profiles: [BCDC, LA92, HHDDT, IM, CSHVC, FTP72, FTP75, HWFET, US06, PDTCB, PDMHC, OCTBC]
+    bsebench_tasks: [soc, soh, ecm]
+    named_variants:
+      - "NMC063"
+      - "NMC068"
+      - "NMC069"
+    temperatures_C: [5, 15, 25, 35, 45]
+    n_cells_total: 3
+    sampling_rate_hz: 10.0
+    total_size_gb: 1.1
+    license: CC-BY-4.0
+    redistribution: allowed
+    access_friction: open
+    ingestion_status: mirrored_tier1
+    priority: p1
+    huggingface_tier1_repo: bsebench-org/yao-tu-berlin-2024-raw
+    references:
+      - label: "GitHub repository"
+        url: https://github.com/JiaqiYaoTUB/Lithium-Ion-Battery-Drive-Cycle-Dataset
+
+  - name: lg_hg2_stroebl_2024
+    display_name: "KIT LG HG2 NMC/C-SiO aging dataset subset"
+    source_kind: dataset_subset
+    institution: "Karlsruhe Institute of Technology"
+    source_confidence: high
+    canonical_url: https://radar4kit.kit.edu/radar/en/dataset/sZmjUlDKNpkpWFFC
+    canonical_doi: "10.35097/1947"
+    publication_year: 2024
+    chemistries: [NMC_C_SiO]
+    profiles: [calendar_aging, cyclic_aging, wltc]
+    bsebench_tasks: [soc, soh, eis]
+    named_variants:
+      - "WLTC truncated 28-cell subset"
+      - "full 228-cell raw log archive"
+      - "capacity fade records"
+      - "impedance fade records"
+    n_cells_total: 228
+    sampling_rate_hz: 0.5
+    total_size_gb: 69.0
+    license: CC-BY-4.0
+    redistribution: allowed
+    access_friction: open
+    ingestion_status: mirrored_tier1
+    priority: p1
+    huggingface_tier1_repo: bsebench-org/lg-hg2-stroebl-2024-raw
+    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
+
+  - name: batterylife_calb
+    display_name: "BatteryLife CALB LFP dataset"
+    source_kind: dataset
+    institution: "BatteryLife Project"
+    source_confidence: high
+    canonical_url: https://github.com/Ruifeng-Tan/BatteryLife
+    publication_year: 2024
+    chemistries: [LFP]
+    profiles: [industrial_cycle_life]
+    bsebench_tasks: [soc, soh, rul]
+    named_variants:
+      - "CALB B173-B225"
+      - "CALB T25 reference"
+      - "CALB 25C aging"
+      - "CALB 35C aging"
+    n_cells_total: 16
+    sampling_rate_hz: 1.0
+    license: CC-BY-4.0
+    redistribution: allowed
+    access_friction: open
+    ingestion_status: mirrored_tier1
+    priority: p1
+    huggingface_tier1_repo: bsebench-org/batterylife-calb-raw
+    references:
+      - label: "BatteryLife GitHub"
+        url: https://github.com/Ruifeng-Tan/BatteryLife
+
+  - name: batterylife_naion
+    display_name: "BatteryLife sodium-ion dataset"
+    source_kind: dataset
+    institution: "BatteryLife Project"
+    source_confidence: high
+    canonical_url: https://github.com/Ruifeng-Tan/BatteryLife
+    publication_year: 2024
+    chemistries: [Na_ion]
+    profiles: [cycle_life]
+    bsebench_tasks: [soc, soh, rul]
+    named_variants:
+      - "Na-ion 270040 campaign"
+      - "Na-ion multi-campaign cycle-life records"
+    n_cells_total: 16
+    sampling_rate_hz: 1.0
+    license: CC-BY-4.0
+    redistribution: allowed
+    access_friction: open
+    ingestion_status: mirrored_tier1
+    priority: p1
+    huggingface_tier1_repo: bsebench-org/batterylife-naion-raw
+    references:
+      - label: "BatteryLife GitHub"
+        url: https://github.com/Ruifeng-Tan/BatteryLife
+
+  - name: battery_life_aggregate
+    display_name: "BatteryLife aggregate benchmark"
+    source_kind: aggregate
+    institution: "HKUST(GZ) / BatteryLife Project"
+    source_confidence: high
+    canonical_url: https://github.com/Ruifeng-Tan/BatteryLife
+    canonical_doi: "10.1145/3711896.3737372"
+    publication_year: 2025
+    chemistries: [Li_ion, Zn_ion, Na_ion, LFP, NMC, LCO]
+    profiles: [cycle_life, battery_life_prediction]
+    bsebench_tasks: [soh, rul]
+    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"
+    n_cells_total: 990
+    license: MIT for code; data licenses vary by upstream source
+    redistribution: unknown
+    access_friction: open
+    ingestion_status: license_review
+    priority: p1
+    blockers:
+      - "Upstream aggregate mixes datasets with different licenses; mirror only source-by-source after license audit."
+    references:
+      - label: "BatteryLife README"
+        url: https://github.com/Ruifeng-Tan/BatteryLife
+
+  - name: nasa_pcoe_liion_aging
+    display_name: "NASA PCoE Li-ion Battery Aging Datasets"
+    source_kind: dataset_family
+    institution: "NASA Ames Prognostics Center of Excellence"
+    source_confidence: high
+    canonical_url: https://data.nasa.gov/dataset/li-ion-battery-aging-datasets
+    publication_year: 2010
+    chemistries: [LCO]
+    profiles: [charge, discharge, eis, deep_discharge]
+    bsebench_tasks: [soc, soh, rul, eis]
+    named_variants:
+      - "NASA B0005"
+      - "NASA B0006"
+      - "NASA B0007"
+      - "NASA B0018"
+      - "NASA EIS Impedance Aging Dataset"
+    sampling_rate_hz: 10.0
+    license: NASA open data / license not specified on current data.nasa.gov record
+    redistribution: unknown
+    access_friction: open
+    ingestion_status: license_review
+    priority: p1
+    blockers:
+      - "Current NASA Open Data page says license not specified; verify NASA public-domain status for raw files before mirroring."
+    references:
+      - label: "NASA Open Data record"
+        url: https://data.nasa.gov/dataset/li-ion-battery-aging-datasets
+
+  - name: calce_battery_portal
+    display_name: "CALCE Battery Research Data portal"
+    source_kind: portal
+    institution: "University of Maryland CALCE"
+    source_confidence: high
+    canonical_url: https://calce.umd.edu/data
+    chemistries: [LCO, LFP, NMC, NCA]
+    profiles: [full_cycling, partial_cycling, storage, dst, fuds, us06, ocv, eis]
+    bsebench_tasks: [soc, soh, rul, eis, ecm]
+    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"
+    license: open access, explicit redistribution license not found
+    redistribution: unknown
+    access_friction: open
+    ingestion_status: license_review
+    priority: p1
+    blockers:
+      - "CALCE asks for citation but does not expose a standard redistribution license on the portal."
+    references:
+      - label: "CALCE data portal"
+        url: https://calce.umd.edu/data
+
+  - name: mit_stanford_toyota_fast_charge
+    display_name: "MIT-Stanford-Toyota fast charging MATR family"
+    source_kind: dataset_family
+    institution: "MIT / Stanford / Toyota Research Institute"
+    source_confidence: high
+    canonical_url: https://data.matr.io/
+    chemistries: [LFP]
+    profiles: [fast_charge, closed_loop_optimization, extreme_fast_charging]
+    bsebench_tasks: [soh, rul]
+    named_variants:
+      - "MIT Fast-Charging Batch 1"
+      - "MIT Fast-Charging Batch 2"
+      - "MIT Fast-Charging Batch 3"
+      - "MIT Fast-Charging Batch 4"
+      - "MIT Fast-Charging Batch 5"
+      - "MIT Fast-Charging Batch 6"
+      - "MIT Fast-Charging Batch 7"
+      - "MIT Fast-Charging Batch 8"
+      - "MIT Fast-Charging Batch 9"
+    redistribution: unknown
+    access_friction: registration_required
+    ingestion_status: source_verification
+    priority: p1
+    blockers:
+      - "Split exact MATR project IDs and license terms for each later batch before mirroring."
+    references:
+      - label: "MATR data portal"
+        url: https://data.matr.io/
+
+  - name: sandia_battery_archive
+    display_name: "Sandia / Battery Archive aging and abuse datasets"
+    source_kind: dataset_family
+    institution: "Sandia National Laboratories / Battery Archive"
+    source_confidence: high
+    canonical_url: https://batteryarchive.org/study_summaries.html
+    chemistries: [LFP, NCA, NMC]
+    profiles: [cycle_life, temperature_matrix, abuse, thermal_runaway]
+    bsebench_tasks: [soc, soh, rul, thermal, abuse]
+    named_variants:
+      - "SNL 18650 LFP Aging at 15C"
+      - "SNL 18650 LFP Aging at 25C"
+      - "SNL 18650 LFP Aging at 35C"
+      - "SNL 18650 NCA Aging at 15C"
+      - "SNL 18650 NCA Aging at 25C"
+      - "SNL 18650 NCA Aging at 35C"
+      - "SNL 18650 NMC Aging at 15C"
+      - "SNL 18650 NMC Aging at 25C"
+      - "SNL 18650 NMC Aging at 35C"
+      - "SNL Mechanically Induced Thermal Runaway Dataset"
+      - "SNL High Depth of Discharge Extreme Cycling"
+    n_cells_total: 50
+    temperatures_C: [15, 25, 35]
+    license: Battery Archive permission-based; source publications vary
+    redistribution: unknown
+    access_friction: open
+    ingestion_status: license_review
+    priority: p1
+    blockers:
+      - "Battery Archive states uploads have permission, but dataset-specific mirror rights must be verified."
+    references:
+      - label: "Battery Archive studies"
+        url: https://batteryarchive.org/study_summaries.html
+
+  - name: oxford_battery_intelligence
+    display_name: "Oxford Battery Intelligence / Howey lab datasets"
+    source_kind: dataset_family
+    institution: "University of Oxford"
+    source_confidence: medium
+    canonical_url: https://ora.ox.ac.uk/
+    chemistries: [NMC, mixed]
+    profiles: [artemis, energy_trading, calendar_cyclic_mixed, thermal_imaging, ev_fleet]
+    bsebench_tasks: [soc, soh, rul, thermal, fleet]
+    named_variants:
+      - "Oxford Battery Degradation Dataset 1"
+      - "Oxford Energy Trading Battery Degradation Dataset"
+      - "Oxford Path Dependence Dataset"
+      - "Oxford Thermal Image Battery Dataset"
+      - "Oxford EV Fleet Real-World Data"
+    redistribution: unknown
+    access_friction: open
+    ingestion_status: source_verification
+    priority: p2
+    references:
+      - label: "Oxford Research Archive"
+        url: https://ora.ox.ac.uk/
+
+  - name: mcmaster_kollmeyer_datasets
+    display_name: "McMaster / Kollmeyer automotive battery datasets"
+    source_kind: dataset_family
+    institution: "McMaster Automotive Resource Centre"
+    source_confidence: medium
+    canonical_url: https://data.mendeley.com/datasets/cp3473x7xv/3
+    publication_year: 2020
+    chemistries: [NMC, LFP, mixed]
+    profiles: [udds, hwfet, us06, la92, temperature_sweep]
+    bsebench_tasks: [soc, ecm]
+    named_variants:
+      - "McMaster LG HG2 18650 Dataset"
+      - "McMaster Samsung INR18650-20R Dataset"
+      - "McMaster Panasonic NCR18650B Dataset"
+      - "McMaster Sanyo UR18650E Dataset"
+      - "McMaster A123 ANR26650M1-B Dataset"
+    temperatures_C: [-20, -10, 0, 10, 25, 40]
+    redistribution: unknown
+    access_friction: open
+    ingestion_status: source_verification
+    priority: p2
+    blockers:
+      - "Several McMaster records are single-cell characterization datasets; separate SOC validation value from SOH benchmark value."
+    references:
+      - label: "Mendeley LG HG2 dataset"
+        url: https://data.mendeley.com/datasets/cp3473x7xv/3
+
+  - name: hnei_isu_variability
+    display_name: "HNEI and ISU-ILCC intrinsic variability datasets"
+    source_kind: dataset_family
+    institution: "Hawaii Natural Energy Institute / Iowa State University"
+    source_confidence: high
+    canonical_url: https://batteryarchive.org/study_summaries.html
+    chemistries: [NMC_LCO, NMC]
+    profiles: [constant_current, varying_usage, high_c_rate, extreme_dod, calendar]
+    bsebench_tasks: [soh, rul]
+    named_variants:
+      - "HNEI 18650 NMC/LCO Intrinsic Variability Batch 1"
+      - "HNEI 18650 NMC/LCO Intrinsic Variability Batch 2"
+      - "HNEI 18650 NMC/LCO Intrinsic Variability Batch 3"
+      - "HNEI Long-term Calendar Aging Dataset"
+      - "HNEI Low-Temperature Cycling Dataset"
+      - "ISU-ILCC Varying Usage Conditions"
+      - "ISU-ILCC Extreme DoD Pouch Cell Dataset"
+      - "ISU-ILCC High C-Rate Charge/Discharge Dataset"
+    n_cells_total: 252
+    license: Battery Archive and author policies vary
+    redistribution: unknown
+    access_friction: open
+    ingestion_status: license_review
+    priority: p1
+    references:
+      - label: "Battery Archive HNEI and ISU summaries"
+        url: https://batteryarchive.org/study_summaries.html
+
+  - name: european_institution_pool
+    display_name: "European institutional battery dataset pool"
+    source_kind: dataset_family
+    institution: "RWTH Aachen / Aalborg / TUM / VUB / KTH / WMG / Imperial"
+    source_confidence: medium
+    canonical_url: https://github.com/Ruifeng-Tan/BatteryLife
+    chemistries: [LFP, NMC, NCA, Li_Sulfur, Na_ion, solid_state]
+    profiles: [drive_cycle, forklift, ferry, v2g, swelling, eis, thermal_management]
+    bsebench_tasks: [soc, soh, rul, eis, thermal, fleet]
+    named_variants:
+      - "RWTH Aachen CARL Drive Cycle Aging Dataset"
+      - "RWTH Aachen CARL High-Power Cycling Dataset"
+      - "Aalborg University Forklift Operation Profile Dataset"
+      - "Aalborg University EV Driving Profile Dataset"
+      - "Aalborg University E-Ferry Profile Dataset"
+      - "TUM LFP Aging Dataset"
+      - "TUM NMC Battery Swelling and Aging Dataset"
+      - "VUB Li-ion EIS Dataset"
+      - "VUB Solid State Battery Aging Dataset"
+      - "KTH Fast Charging Dataset"
+      - "WMG Battery Aging under V2G operations"
+      - "WMG Li-Sulfur Battery Dataset"
+      - "WMG Sodium-Ion Battery Cycling Dataset"
+      - "Imperial College London Pulse Power Battery Dataset"
+      - "Imperial College London Thermal Management Dataset"
+    redistribution: unknown
+    access_friction: unknown
+    ingestion_status: source_verification
+    priority: p2
+    references:
+      - label: "BatteryLife source list"
+        url: https://github.com/Ruifeng-Tan/BatteryLife
+
+  - name: rwth_isea_drive_cycle_2021
+    display_name: "RWTH ISEA drive-cycle aging test of 28 NCA/C+Si 18650 cells"
+    source_kind: dataset
+    institution: "RWTH Aachen ISEA"
+    source_confidence: high
+    canonical_url: https://publications.rwth-aachen.de/record/815749/files/
+    publication_year: 2021
+    chemistries: [NCA_C_Si]
+    profiles: [drive_cycle_aging]
+    bsebench_tasks: [soc, soh, rul]
+    named_variants:
+      - "28 high-energy NCA/C+Si 18650 round cells"
+    n_cells_total: 28
+    redistribution: unknown
+    access_friction: open
+    ingestion_status: license_review
+    priority: p1
+    references:
+      - label: "RWTH Publications record"
+        url: https://publications.rwth-aachen.de/record/815749/files/
+
+  - name: imperial_kirkaldy_21700_2024
+    display_name: "Faraday / Imperial 21700 cycle-aging dataset"
+    source_kind: dataset
+    institution: "Imperial College London / The Faraday Institution"
+    source_confidence: high
+    canonical_url: https://zenodo.org/records/10637534
+    canonical_doi: "10.5281/zenodo.10637534"
+    publication_year: 2024
+    chemistries: [NMC811]
+    profiles: [cycle_aging, drive_cycle_aging, pocv, gitt]
+    bsebench_tasks: [soc, soh, rul, ecm]
+    named_variants:
+      - "Expt 1 Si-based Degradation"
+      - "Expt 2 Mixed Degradation"
+      - "Expt 3 Cathode Degradation and Li-Plating"
+      - "Expt 4 Drive Cycle Aging Control"
+      - "Expt 5 Standard Cycle Aging Control"
+    temperatures_C: [10, 25, 40]
+    total_size_gb: 49.4
+    license: CC-BY-4.0
+    redistribution: allowed
+    access_friction: open
+    ingestion_status: ready_for_tier1
+    priority: p0
+    references:
+      - label: "Zenodo record"
+        url: https://zenodo.org/records/10637534
+
+  - name: imperial_pack_thermal_gradient_2023
+    display_name: "Imperial pack degradation under thermal gradients"
+    source_kind: dataset
+    institution: "Imperial College London"
+    source_confidence: high
+    canonical_url: https://zenodo.org/records/10207731
+    canonical_doi: "10.5281/zenodo.10207731"
+    publication_year: 2023
+    chemistries: [Li_ion]
+    profiles: [pack_aging, thermal_gradient]
+    bsebench_tasks: [pack, soh, thermal]
+    named_variants:
+      - "parallel-connected pack degradation raw data"
+      - "parallel-connected pack processed data"
+    redistribution: unknown
+    access_friction: open
+    ingestion_status: license_review
+    priority: p2
+    references:
+      - label: "Zenodo record"
+        url: https://zenodo.org/records/10207731
+
+  - name: xjtu_55_cell_dataset
+    display_name: "XJTU battery dataset"
+    source_kind: dataset
+    institution: "Xi'an Jiaotong University"
+    source_confidence: high
+    canonical_url: https://wang-fujin.github.io/
+    publication_year: 2024
+    chemistries: [NCM523]
+    profiles: [six_charge_discharge_strategies]
+    bsebench_tasks: [soh, rul]
+    named_variants:
+      - "XJTU Batch 1"
+      - "XJTU Batch 2"
+      - "XJTU Batch 3"
+      - "XJTU Batch 4"
+      - "XJTU Batch 5"
+      - "XJTU Batch 6"
+      - "XJTU RUL Prediction Benchmark Dataset"
+    n_cells_total: 55
+    sampling_rate_hz: 1.0
+    redistribution: unknown
+    access_friction: open
+    ingestion_status: license_review
+    priority: p1
+    references:
+      - label: "XJTU dataset page"
+        url: https://wang-fujin.github.io/
+      - label: "XJTU papers summary"
+        url: https://github.com/wang-fujin/XJTU-Battery-Dataset-Papers-Summary
+
+  - name: asian_institution_pool
+    display_name: "Asian institutional EV, fast-charge, and thermal-runaway pool"
+    source_kind: dataset_family
+    institution: "XJTU / BIT / Tsinghua / Tongji / CAAM"
+    source_confidence: medium
+    canonical_url: https://github.com/Ruifeng-Tan/BatteryLife
+    chemistries: [NMC, NCM, LFP, mixed]
+    profiles: [fast_charging, ev_real_world, thermal_runaway, hybrid_fuel_cell]
+    bsebench_tasks: [soc, soh, rul, thermal, fleet]
+    named_variants:
+      - "XJTU Battery Degradation Dataset 1"
+      - "XJTU Battery Degradation Dataset 2"
+      - "XJTU RUL Prediction Benchmark Dataset"
+      - "BIT EV Battery Real-world Driving Dataset"
+      - "Tsinghua University Battery Fast Charging Dataset"
+      - "Tsinghua University Thermal Runaway Dataset"
+      - "Tongji University Fuel Cell and Li-ion Hybrid Dataset"
+      - "CAAM EV Real-world Operation Dataset"
+    redistribution: unknown
+    access_friction: unknown
+    ingestion_status: source_verification
+    priority: p2
+    references:
+      - label: "BatteryLife source list"
+        url: https://github.com/Ruifeng-Tan/BatteryLife
+
+  - name: industry_second_life_bess_pool
+    display_name: "Industrial, second-life, abuse, and BESS dataset pool"
+    source_kind: dataset_family
+    institution: "ANL / NREL / Purdue / Michigan / UW-Madison / PyBaMM / BEEP"
+    source_confidence: medium
+    canonical_url: https://batteryarchive.org/
+    chemistries: [LFP, NMC, NCA, mixed]
+    profiles: [automotive, second_life, abuse, bess_operation, validation]
+    bsebench_tasks: [soc, soh, rul, abuse, thermal, second_life, fleet]
+    named_variants:
+      - "Argonne National Lab Automotive Usage Dataset"
+      - "NREL Second-Life Battery Dataset"
+      - "NREL Battery Abuse Testing Dataset"
+      - "University of Michigan Battery Degradation and Expansion Dataset"
+      - "Energy Storage Power Station Real-World BESS Dataset"
+      - "UL-PUR Thermal Runaway Mitigation Dataset"
+      - "Panasonic 18650PF Temperature Dependent Dataset"
+      - "BEEP Validation Datasets"
+      - "PyBaMM Open Validation Datasets"
+      - "Battery Failure Databank"
+    redistribution: unknown
+    access_friction: unknown
+    ingestion_status: source_verification
+    priority: p2
+    references:
+      - label: "Battery Archive"
+        url: https://batteryarchive.org/
+
+  - name: energy_storage_power_station_2026
+    display_name: "Energy Storage Power Station Li-ion real-world operation dataset"
+    source_kind: dataset
+    institution: "Zenodo community contributor"
+    source_confidence: medium
+    canonical_url: https://zenodo.org/records/18471156
+    publication_year: 2026
+    chemistries: [Li_ion]
+    profiles: [bess_operation, charging, discharging, power_fluctuation]
+    bsebench_tasks: [soc, soh, thermal, fault]
+    named_variants:
+      - "BatteryData.zip"
+    total_size_gb: 0.0192
+    redistribution: unknown
+    access_friction: open
+    ingestion_status: license_review
+    priority: p2
+    references:
+      - label: "Zenodo record"
+        url: https://zenodo.org/records/18471156
+
+  - name: bayreuth_degradation_path_indicators_2025
+    display_name: "Degradation path indicators for lithium-ion batteries"
+    source_kind: dataset
+    institution: "University of Bayreuth"
+    source_confidence: high
+    canonical_url: https://zenodo.org/records/15755725
+    publication_year: 2025
+    chemistries: [Li_ion]
+    profiles: [cccv_discharge_capacity, pulse_measurements, pseudo_ocv, eis, nfra]
+    bsebench_tasks: [soh, eis, ecm]
+    named_variants:
+      - "48-cell beginning-of-life records"
+      - "48-cell aging records"
+      - "48-cell end-of-life records"
+    n_cells_total: 48
+    redistribution: unknown
+    access_friction: open
+    ingestion_status: license_review
+    priority: p2
+    references:
+      - label: "Zenodo record"
+        url: https://zenodo.org/records/15755725
+
+  - name: battery_life_unprocessed_watchlist
+    display_name: "BatteryLife open-source unprocessed dataset watchlist"
+    source_kind: aggregate
+    institution: "BatteryLife Project / community sources"
+    source_confidence: high
+    canonical_url: https://github.com/Ruifeng-Tan/BatteryLife
+    chemistries: [Li_ion, Na_ion, mixed]
+    profiles: [evtols, dynamic_cycling, aging_matrix, ct_scans, mixed_sources]
+    bsebench_tasks: [soh, rul, thermal, fault]
+    named_variants:
+      - "CMU eVTOL Battery Dataset"
+      - "Stanford Dynamic Cycling Enhances Battery Lifetime"
+      - "MATR Aging Matrix 2025"
+      - "Degradation Path Prediction under Dynamic Operating Sequences"
+      - "Physics-informed Degradation Pattern Decoupling"
+      - "Computed Tomography Scans of Battery Cells"
+      - "Lithium to Sodium Lifetime Prognosis Transfer"
+      - "Large Battery Model Mixed Sources"
+      - "Discovery Learning Cycle Life Dataset"
+    redistribution: unknown
+    access_friction: unknown
+    ingestion_status: source_verification
+    priority: p2
+    references:
+      - label: "BatteryLife README watchlist"
+        url: https://github.com/Ruifeng-Tan/BatteryLife
+
+  - name: pybamm_validation_datasets
+    display_name: "PyBaMM open validation datasets"
+    source_kind: benchmark
+    institution: "PyBaMM community"
+    source_confidence: medium
+    canonical_url: https://github.com/pybamm-team/PyBaMM
+    chemistries: [Li_ion]
+    profiles: [model_validation]
+    bsebench_tasks: [ecm, soc, soh]
+    named_variants:
+      - "PyBaMM lithium-ion validation examples"
+      - "PyBaMM parameter-set validation references"
+    redistribution: unknown
+    access_friction: open
+    ingestion_status: source_verification
+    priority: p3
+    references:
+      - label: "PyBaMM GitHub"
+        url: https://github.com/pybamm-team/PyBaMM
+
+  - name: beep_validation_datasets
+    display_name: "BEEP validation datasets"
+    source_kind: benchmark
+    institution: "Toyota Research Institute / Stanford / BEEP community"
+    source_confidence: medium
+    canonical_url: https://github.com/TRI-AMDD/beep
+    chemistries: [Li_ion, LFP, NMC]
+    profiles: [early_prediction, validation]
+    bsebench_tasks: [soh, rul]
+    named_variants:
+      - "BEEP validation split"
+      - "BEEP processed cycle-life records"
+    redistribution: unknown
+    access_friction: open
+    ingestion_status: source_verification
+    priority: p3
+    references:
+      - label: "BEEP GitHub"
+        url: https://github.com/TRI-AMDD/beep