datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
warwick-second-life-dm-2025-raw
First-life and second-life battery degradation mode test data
BSEBench status: raw_mirror_pending_validation
This repository is a raw mirror of the Mendeley Data dataset Test_Data from Sadia Tasnim Mowri, associated with the University of Warwick. The source description states that the dataset was created to study the influence of first-life degradation mode on second-life performance and degradation, with first-life cells brought to around 80% SoH and then evaluated in second-life… See the full description on the dataset page: https://huggingface.co/datasets/bsebench-org/warwick-second-life-dm-2025-raw.severson-2019
severson-2019
Tier 2 BSEBench-canonical Parquet harmonization of the Severson et al.
2019 commercial LFP fastcharge cycling dataset, derived from the
Tier 1 raw mirror
of the three original .mat files.
This is the version most users want : column names normalized to the
BSEBench TimeSeriesSchema, current sign convention aligned to BPX-1.1,
cycles 1-indexed, exclusion mask from the published cohort applied,
partitioned by cell_id for parallel reading, and loadable in one line
through… See the full description on the dataset page: https://huggingface.co/datasets/bsebench-org/severson-2019.batterylife-raw-hf-2026-raw
BatteryLife official raw corpus HF mirror
This dataset is a BSEBench raw mirror of the official BatteryLife raw corpus hosted at https://huggingface.co/datasets/Battery-Life/BatteryLife_Raw. The source repository is maintained by the BatteryLife benchmark authors / Battery-Life organization and is associated with the work BatteryLife: A Comprehensive Dataset and Benchmark for Battery Life Prediction.
BSEBench status: raw_mirror_pending_validation.
Source and License… See the full description on the dataset page: https://huggingface.co/datasets/bsebench-org/batterylife-raw-hf-2026-raw.severson-2019-raw
severson-2019-raw
Tier 1 raw mirror of the Severson et al. 2019 commercial LFP fastcharge
cycling dataset, hosted under the BSEBench
organization on the HuggingFace Hub. The files in this repository are
preserved bit-exact as published on the original Toyota Research Institute
data portal at data.matr.io. No values are
modified; no columns are renamed; no rows are dropped. Every file's
SHA-256 digest is recorded in the BSEBench manifest YAML and matches the
original distribution.… See the full description on the dataset page: https://huggingface.co/datasets/bsebench-org/severson-2019-raw.calce-cx2-prismatic-aging-raw
CALCE CX2 prismatic multi-protocol cycling dataset raw mirror
BSEBench status: raw_mirror_pending_validation
This dataset is a raw mirror of the CX2 prismatic cell cycling files linked from the CALCE Battery Group data page. The source is the Center for Advanced Life Cycle Engineering (CALCE), University of Maryland.
Source
Source page: https://web.calce.umd.edu/batteries/data/
Source institution: Center for Advanced Life Cycle Engineering, University of Maryland
Source… See the full description on the dataset page: https://huggingface.co/datasets/bsebench-org/calce-cx2-prismatic-aging-raw.panasonic-kollmeyer-2018tri-attia-fast-charge-2020-raw
Closed-loop optimization of extreme fast charging for batteries
BSEBench status: raw_mirror_pending_validation
This dataset repository is a raw mirror of the TRI Energy & Materials Data / data.matr.io project "Closed-loop optimization of extreme fast charging for batteries using machine learning". The source describes commercial lithium-ion phosphate (LFP)/graphite cells cycled under fast-charging conditions for the associated Nature publication.
Source page:… See the full description on the dataset page: https://huggingface.co/datasets/bsebench-org/tri-attia-fast-charge-2020-raw.empa-aurora-2025
empa-aurora-2025
Tier 2 canonical harmonized view of the Empa / ETH Zürich / EPFL /
SINTEF Aurora 2025 coin-cell cycling dataset, in the BSEBench-canonical
Parquet schema (BPX-1.1 sign convention, BattINFO-aligned column names).
The source dataset is already BDF-native — it ships in the LF Energy
Battery Data Alliance's Battery Data Format (announced December 2025,
the dataset itself published July 2025). The BSEBench harmonization is
therefore closer to a schema rename +… See the full description on the dataset page: https://huggingface.co/datasets/bsebench-org/empa-aurora-2025.panasonic-kollmeyer-2018-raw
Panasonic NCR18650PF — Tier-1 raw mirror
BSEBench Tier-1 mirror of the Panasonic NCR18650PF battery testing data published by Phillip Kollmeyer (2018) on Mendeley Data.
Original source
Publication : Kollmeyer, P. (2018). "Panasonic 18650PF Li-ion Battery Data and Experimental Procedures." Mendeley Data, v1.
DOI : 10.17632/wykht8y7tg.1
Upstream URL : https://data.mendeley.com/datasets/wykht8y7tg/1
License : CC-BY-4.0
Cell : Panasonic NCR18650PF (NCA chemistry, 18650… See the full description on the dataset page: https://huggingface.co/datasets/bsebench-org/panasonic-kollmeyer-2018-raw.batterylife-processed-v10-2026-raw
BatteryLife processed benchmark corpus v10 raw mirror
BSEBench status: raw_mirror_pending_validation
This dataset repository is a raw mirror of the Zenodo v10 processed BatteryLife benchmark corpus source archives. The source record is BatteryLife_Processed by Ruifeng Tan, Weixiang Hong, Jiayue Tang, Xibin Lu, Ruijun Ma, Xiang Zheng, Jia Li, Jiaqiang Huang, and Tong-Yi Zhang.
Source URL: https://zenodo.org/records/18646655
DOI: 10.5281/zenodo.18646655
Source concept DOI:… See the full description on the dataset page: https://huggingface.co/datasets/bsebench-org/batterylife-processed-v10-2026-raw.stocks-BSE-1D-candlescalce-a123-2014-dynamic
calce_a123_lfp_dynamic
BSEBench CALCE Tier-2 materialization generated during Step 3.
Source raw repo: bsebench-org/calce-a123-lfp-dynamic-raw
Loader-facing Parquet files: 48
SSoT sidecar files: 4 under sidecars_v1_0/
Raw zips were verified against manifest sha256 and size_bytes.
Canonical ledger cell is a representative v1.0 SSoT entry; full
per-cell/per-profile sidecar enumeration remains later M3 work.
lg-hg2-stroebl-2024-raw
lg-hg2-stroebl-2024-raw
Tier 1 raw mirror of the LG INR18650HG2 cycling dataset by Stroebl, Mayer, Lienkamp (KIT, 2024), hosted under the BSEBench organization.
This dataset closes a major BSEBench V1.0 coverage gap : authentic WLTC dynamic driving telemetry on NMC cells with silicon-carbide composite anode (C-SiO blended graphite, 3-6% SiO per Obrovac 2014). Si-C anodes exhibit path-dependent hysteresis ~10% at mid-SOC that classical 2-RC ECM cannot correct — a stress-test for… See the full description on the dataset page: https://huggingface.co/datasets/bsebench-org/lg-hg2-stroebl-2024-raw.nasa-rw-2014
nasa-rw-2014
Tier 2 BSEBench-canonical Parquet harmonization of the NASA PCoE
Randomized Battery Usage Data Set (2014, Bole, Kulkarni & Daigle).
Hosted under the BSEBench organization for
filter-benchmark reproducibility.
Disambiguation
This is the harmonization of the 2014 Random Walk dataset, not
the older 2007–2008 NASA PCoE Battery Aging series (B0005, B0006,
B0007, B0018). The 2007 B-series is excluded from BSEBench v1.0 — see
the
nasa-rw-2014-raw
card for the… See the full description on the dataset page: https://huggingface.co/datasets/bsebench-org/nasa-rw-2014.calce-cs2-prismatic-aging-raw
CALCE CS2 prismatic multi-protocol cycling dataset raw mirror
This private dataset repo is a raw mirror of the CS2 family files linked from the CALCE Battery Data Archive.
BSEBench Status
raw_mirror_pending_validation
Source
Source: CALCE Battery Group data page, CS2 tests
Source URL: https://web.calce.umd.edu/batteries/data/
Source article list: https://web.calce.umd.edu/batteries/articles.htm
Institution: Center for Advanced Life Cycle Engineering… See the full description on the dataset page: https://huggingface.co/datasets/bsebench-org/calce-cs2-prismatic-aging-raw.unisa-cau-thermal-eis-ncr18650b-2025-raw
UNISA-CAU thermo-electrochemical impedance spectroscopy NCR18650B dataset raw mirror
BSEBench status: raw_mirror_pending_validation
This dataset repository is a raw mirror of the Kiel University OpenData record for the UNISA-CAU thermo-electrochemical impedance spectroscopy dataset for NCR18650B Li-ion batteries. The source describes CCCV cycles and EIS experiments under multiple temperature and state-of-charge conditions on four Li-ion cells, performed at Kiel University in… See the full description on the dataset page: https://huggingface.co/datasets/bsebench-org/unisa-cau-thermal-eis-ncr18650b-2025-raw.calce-inr-20r-2014
calce_inr_20r_dynamic
BSEBench CALCE Tier-2 materialization generated during Step 3.
Source raw repo: bsebench-org/calce-inr18650-20r-dynamic-raw
Loader-facing Parquet files: 24
SSoT sidecar files: 4 under sidecars_v1_0/
Raw zips were verified against manifest sha256 and size_bytes.
Canonical ledger cell is a representative v1.0 SSoT entry; full
per-cell/per-profile sidecar enumeration remains later M3 work.
rwth-isea-drive-cycle-aging-2021-raw
RWTH ISEA one-shot battery degradation trajectory prediction dataset
BSEBench status: raw_mirror_pending_validation
This repository is a raw mirror of the RWTH Aachen University Publications dataset "Timeseries data of a drive cycle aging test of 28 high energy NCA/C+Si round cells of type 18650".
Source
Source institution: RWTH Aachen University, ISEA / related RWTH institutes
Source record: https://publications.rwth-aachen.de/record/815749/
Source files page:… See the full description on the dataset page: https://huggingface.co/datasets/bsebench-org/rwth-isea-drive-cycle-aging-2021-raw.nasa-randomized-battery-usage-2014-raw
NASA PCoE Randomized Battery Usage Data Set raw mirror
BSEBench status: raw_mirror_pending_validation
This dataset repository is a raw mirror of the NASA PCoE Randomized Battery Usage Data Set as published on Zenodo. The original ZIP archives are preserved without payload transformation under original/.
Source
Source title: PCoE Randomized Battery Usage Data Set
Source record: https://zenodo.org/records/15277374
DOI: 10.5281/zenodo.15277374
NASA PCoE repository:… See the full description on the dataset page: https://huggingface.co/datasets/bsebench-org/nasa-randomized-battery-usage-2014-raw.snu-single-point-critical-health-30q-2024-raw
SNU single-point diagnosis critical health state Samsung 30Q dataset raw mirror
This is a raw mirror for BSEBench ingestion and validation. The mirrored source is Mendeley Data dataset version 2, "Single-point diagnosis for detecting the critical health state of lithium-ion batteries".
BSEBench Status
raw_mirror_pending_validation
Source
Source repository: Mendeley Data
Source URL: https://data.mendeley.com/datasets/zn82y35zr8/2
DOI: 10.17632/zn82y35zr8.2… See the full description on the dataset page: https://huggingface.co/datasets/bsebench-org/snu-single-point-critical-health-30q-2024-raw.repro-hybrid-epi-traces
Agent traces
Agent sessions published from a Trackio Logbook.
calce-pl-pouch-partial-cycling-raw
CALCE PL pouch partial-cycling degradation dataset raw mirror
BSEBench status: raw_mirror_pending_validation
This dataset is a raw mirror of the CALCE Battery Group PL pouch-cell partial-SOC cycling files from the CALCE Battery Data Archive.
Source
Source: CALCE Battery Group data page, PL Samples partial SOC tests
Source URL: https://web.calce.umd.edu/batteries/data/
Institution: Center for Advanced Life Cycle Engineering (CALCE), University of Maryland
Download date:… See the full description on the dataset page: https://huggingface.co/datasets/bsebench-org/calce-pl-pouch-partial-cycling-raw.xjtu-pinn4soh-2024-raw
XJTU battery dataset for PINN4SOH
BSEBench status: raw_mirror_pending_validation
This repository is a raw mirror of the Zenodo dataset record:
Source: Zenodo
Source URL: https://doi.org/10.5281/zenodo.10963339
DOI: 10.5281/zenodo.10963339
Zenodo record: https://zenodo.org/records/10963339
License: Creative Commons Attribution 4.0 International (CC-BY-4.0)
Institution: Xi'an Jiaotong University
Download date: 2026-05-08
Source Description
The Zenodo record describes… See the full description on the dataset page: https://huggingface.co/datasets/bsebench-org/xjtu-pinn4soh-2024-raw.battery-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… See the full description on the dataset page: https://huggingface.co/datasets/bsebench-org/battery-dataset-catalog.tum-wildfeuer-vtc5a-aging-2023-raw
TUM Wildfeuer commercial 18650 VTC5A aging dataset raw mirror
BSEBench status: raw_mirror_pending_validation
This dataset is a raw mirror of the Technical University of Munich mediaTUM research-data record:
Source title: "Experimental degradation study of a commercial lithium-ion battery"
Source URL / DOI: https://doi.org/10.14459/2023MP1713382
mediaTUM record: https://mediatum.ub.tum.de/1713382
Corrected descriptive file record: https://mediatum.ub.tum.de/1734374
Related… See the full description on the dataset page: https://huggingface.co/datasets/bsebench-org/tum-wildfeuer-vtc5a-aging-2023-raw.stanford-second-life-grid-storage-2024-raw
Stanford second-life lithium-ion battery grid-storage cycling dataset raw mirror
BSEBench status: raw_mirror_pending_validation
This dataset repository is a raw mirror of the Open Science Framework project "Second-life lithium-ion battery aging dataset based on grid storage cycling". The project accompanies the Data in Brief article with DOI 10.1016/j.dib.2024.111046 and contains second-life experimental data collected at Stanford Energy Control Lab for six NMC cells cycled using… See the full description on the dataset page: https://huggingface.co/datasets/bsebench-org/stanford-second-life-grid-storage-2024-raw.indiana-liion-impedance-soc-2022-raw
Lithium-ion battery impedance data set
BSEBench status: raw_mirror_pending_validation
This repository is a raw mirror of the Mendeley Data dataset Lithium-ion battery impedance data set, version 1. The source describes experimental impedance measurements collected at cell potentials 3.2 V, 3.4 V, 3.6 V, 3.8 V, 4.0 V, and 4.2 V, corresponding to SOC values from 0% to 100%. The source also includes ML-regenerated-impedance-data.txt, described by the authors as… See the full description on the dataset page: https://huggingface.co/datasets/bsebench-org/indiana-liion-impedance-soc-2022-raw.sr-engineering-ev-fault-diagnosis-2024-raw
EV Lithium Ion Battery Fault Diagnosis Dataset
This dataset repository is a raw BSEBench mirror of the Mendeley Data dataset EV Lithium Ion Battery Fault Diagnosis Dataset.
BSEBench Status
raw_mirror_pending_validation
Source and Provenance
Source: Mendeley Data
Source URL: https://data.mendeley.com/datasets/t42ynjk936/1
Official API metadata URL: https://data.mendeley.com/public-api/datasets/t42ynjk936
DOI: 10.17632/t42ynjk936.1
Version: 1
Published:… See the full description on the dataset page: https://huggingface.co/datasets/bsebench-org/sr-engineering-ev-fault-diagnosis-2024-raw.hnei-relaxation-nmc-lfp-2023-raw
HNEI relaxation data for commercial NMC811 and LFP cells raw mirror
BSEBench status: raw_mirror_pending_validation
This private dataset repo is a raw mirror of Mendeley Data dataset version 1, "Relaxation data for commercial NMC and LFP cells".
Source: Mendeley Data
Source URL: https://data.mendeley.com/datasets/y8nstxmdrg/1
DOI: 10.17632/y8nstxmdrg.1
License: Creative Commons Attribution 4.0 International (CC-BY-4.0)
Institution/source credibility: University of Hawaii System /… See the full description on the dataset page: https://huggingface.co/datasets/bsebench-org/hnei-relaxation-nmc-lfp-2023-raw.rwth-jellyroll-deformation-2021-raw
RWTH jelly-roll deformation low-SOC cycling and CT dataset raw mirror
BSEBench status: raw_mirror_pending_validation
This repository is a raw mirror of the RWTH Aachen University Publications research-data record Raw cycle data and CT images of the development of jelly roll deformation in 18650 lithium-ion batteries at low state of charge.
Source record: https://publications.rwth-aachen.de/record/818660
DOI: https://doi.org/10.18154/RWTH-2021-04558
Institution: RWTH Aachen… See the full description on the dataset page: https://huggingface.co/datasets/bsebench-org/rwth-jellyroll-deformation-2021-raw.