Datasets:

bsebench-org
/

offenburg-neural-ode-ecm-measurements-2022-raw

Error code:   DatasetGenerationCastError
Exception:    DatasetGenerationCastError
Message:      An error occurred while generating the dataset

All the data files must have the same columns, but at some point there are 1 new columns ({'state-of-charge;open-circuit voltage/V'}) and 1 missing columns ({'time/s;current/A;battery voltage/V'}).

This happened while the csv dataset builder was generating data using

hf://datasets/bsebench-org/offenburg-neural-ode-ecm-measurements-2022-raw/raw/OCV_SOC_data.csv (at revision cae831a801a11f479c146be4875a21284c4e87fe), [/tmp/hf-datasets-cache/medium/datasets/44450134939039-config-parquet-and-info-bsebench-org-offenburg-ne-0b828380/hub/datasets--bsebench-org--offenburg-neural-ode-ecm-measurements-2022-raw/snapshots/cae831a801a11f479c146be4875a21284c4e87fe/raw/CCCV_180A_chg.csv (origin=hf://datasets/bsebench-org/offenburg-neural-ode-ecm-measurements-2022-raw@cae831a801a11f479c146be4875a21284c4e87fe/raw/CCCV_180A_chg.csv), /tmp/hf-datasets-cache/medium/datasets/44450134939039-config-parquet-and-info-bsebench-org-offenburg-ne-0b828380/hub/datasets--bsebench-org--offenburg-neural-ode-ecm-measurements-2022-raw/snapshots/cae831a801a11f479c146be4875a21284c4e87fe/raw/CCCV_180A_dis.csv (origin=hf://datasets/bsebench-org/offenburg-neural-ode-ecm-measurements-2022-raw@cae831a801a11f479c146be4875a21284c4e87fe/raw/CCCV_180A_dis.csv), /tmp/hf-datasets-cache/medium/datasets/44450134939039-config-parquet-and-info-bsebench-org-offenburg-ne-0b828380/hub/datasets--bsebench-org--offenburg-neural-ode-ecm-measurements-2022-raw/snapshots/cae831a801a11f479c146be4875a21284c4e87fe/raw/CCCV_18A_chg.csv (origin=hf://datasets/bsebench-org/offenburg-neural-ode-ecm-measurements-2022-raw@cae831a801a11f479c146be4875a21284c4e87fe/raw/CCCV_18A_chg.csv), /tmp/hf-datasets-cache/medium/datasets/44450134939039-config-parquet-and-info-bsebench-org-offenburg-ne-0b828380/hub/datasets--bsebench-org--offenburg-neural-ode-ecm-measurements-2022-raw/snapshots/cae831a801a11f479c146be4875a21284c4e87fe/raw/CCCV_18A_dis.csv (origin=hf://datasets/bsebench-org/offenburg-neural-ode-ecm-measurements-2022-raw@cae831a801a11f479c146be4875a21284c4e87fe/raw/CCCV_18A_dis.csv), /tmp/hf-datasets-cache/medium/datasets/44450134939039-config-parquet-and-info-bsebench-org-offenburg-ne-0b828380/hub/datasets--bsebench-org--offenburg-neural-ode-ecm-measurements-2022-raw/snapshots/cae831a801a11f479c146be4875a21284c4e87fe/raw/CCCV_50A_chg.csv (origin=hf://datasets/bsebench-org/offenburg-neural-ode-ecm-measurements-2022-raw@cae831a801a11f479c146be4875a21284c4e87fe/raw/CCCV_50A_chg.csv), /tmp/hf-datasets-cache/medium/datasets/44450134939039-config-parquet-and-info-bsebench-org-offenburg-ne-0b828380/hub/datasets--bsebench-org--offenburg-neural-ode-ecm-measurements-2022-raw/snapshots/cae831a801a11f479c146be4875a21284c4e87fe/raw/CCCV_50A_dis.csv (origin=hf://datasets/bsebench-org/offenburg-neural-ode-ecm-measurements-2022-raw@cae831a801a11f479c146be4875a21284c4e87fe/raw/CCCV_50A_dis.csv), /tmp/hf-datasets-cache/medium/datasets/44450134939039-config-parquet-and-info-bsebench-org-offenburg-ne-0b828380/hub/datasets--bsebench-org--offenburg-neural-ode-ecm-measurements-2022-raw/snapshots/cae831a801a11f479c146be4875a21284c4e87fe/raw/OCV_SOC_data.csv (origin=hf://datasets/bsebench-org/offenburg-neural-ode-ecm-measurements-2022-raw@cae831a801a11f479c146be4875a21284c4e87fe/raw/OCV_SOC_data.csv), /tmp/hf-datasets-cache/medium/datasets/44450134939039-config-parquet-and-info-bsebench-org-offenburg-ne-0b828380/hub/datasets--bsebench-org--offenburg-neural-ode-ecm-measurements-2022-raw/snapshots/cae831a801a11f479c146be4875a21284c4e87fe/raw/halfcycles.csv (origin=hf://datasets/bsebench-org/offenburg-neural-ode-ecm-measurements-2022-raw@cae831a801a11f479c146be4875a21284c4e87fe/raw/halfcycles.csv), /tmp/hf-datasets-cache/medium/datasets/44450134939039-config-parquet-and-info-bsebench-org-offenburg-ne-0b828380/hub/datasets--bsebench-org--offenburg-neural-ode-ecm-measurements-2022-raw/snapshots/cae831a801a11f479c146be4875a21284c4e87fe/raw/loadprofile.csv (origin=hf://datasets/bsebench-org/offenburg-neural-ode-ecm-measurements-2022-raw@cae831a801a11f479c146be4875a21284c4e87fe/raw/loadprofile.csv), /tmp/hf-datasets-cache/medium/datasets/44450134939039-config-parquet-and-info-bsebench-org-offenburg-ne-0b828380/hub/datasets--bsebench-org--offenburg-neural-ode-ecm-measurements-2022-raw/snapshots/cae831a801a11f479c146be4875a21284c4e87fe/raw/pulsed_chg.csv (origin=hf://datasets/bsebench-org/offenburg-neural-ode-ecm-measurements-2022-raw@cae831a801a11f479c146be4875a21284c4e87fe/raw/pulsed_chg.csv), /tmp/hf-datasets-cache/medium/datasets/44450134939039-config-parquet-and-info-bsebench-org-offenburg-ne-0b828380/hub/datasets--bsebench-org--offenburg-neural-ode-ecm-measurements-2022-raw/snapshots/cae831a801a11f479c146be4875a21284c4e87fe/raw/pulsed_dis.csv (origin=hf://datasets/bsebench-org/offenburg-neural-ode-ecm-measurements-2022-raw@cae831a801a11f479c146be4875a21284c4e87fe/raw/pulsed_dis.csv)]

Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1800, in _prepare_split_single
                  writer.write_table(table)
                File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 765, in write_table
                  self._write_table(pa_table, writer_batch_size=writer_batch_size)
                File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 773, in _write_table
                  pa_table = table_cast(pa_table, self._schema)
                             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2321, in table_cast
                  return cast_table_to_schema(table, schema)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2249, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              state-of-charge;open-circuit voltage/V: string
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 439
              to
              {'time/s;current/A;battery voltage/V': Value('string')}
              because column names don't match
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1347, in compute_config_parquet_and_info_response
                  parquet_operations = convert_to_parquet(builder)
                                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 980, in convert_to_parquet
                  builder.download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 882, in download_and_prepare
                  self._download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 943, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1646, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1802, in _prepare_split_single
                  raise DatasetGenerationCastError.from_cast_error(
              datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
              
              All the data files must have the same columns, but at some point there are 1 new columns ({'state-of-charge;open-circuit voltage/V'}) and 1 missing columns ({'time/s;current/A;battery voltage/V'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/bsebench-org/offenburg-neural-ode-ecm-measurements-2022-raw/raw/OCV_SOC_data.csv (at revision cae831a801a11f479c146be4875a21284c4e87fe), [/tmp/hf-datasets-cache/medium/datasets/44450134939039-config-parquet-and-info-bsebench-org-offenburg-ne-0b828380/hub/datasets--bsebench-org--offenburg-neural-ode-ecm-measurements-2022-raw/snapshots/cae831a801a11f479c146be4875a21284c4e87fe/raw/CCCV_180A_chg.csv (origin=hf://datasets/bsebench-org/offenburg-neural-ode-ecm-measurements-2022-raw@cae831a801a11f479c146be4875a21284c4e87fe/raw/CCCV_180A_chg.csv), /tmp/hf-datasets-cache/medium/datasets/44450134939039-config-parquet-and-info-bsebench-org-offenburg-ne-0b828380/hub/datasets--bsebench-org--offenburg-neural-ode-ecm-measurements-2022-raw/snapshots/cae831a801a11f479c146be4875a21284c4e87fe/raw/CCCV_180A_dis.csv (origin=hf://datasets/bsebench-org/offenburg-neural-ode-ecm-measurements-2022-raw@cae831a801a11f479c146be4875a21284c4e87fe/raw/CCCV_180A_dis.csv), /tmp/hf-datasets-cache/medium/datasets/44450134939039-config-parquet-and-info-bsebench-org-offenburg-ne-0b828380/hub/datasets--bsebench-org--offenburg-neural-ode-ecm-measurements-2022-raw/snapshots/cae831a801a11f479c146be4875a21284c4e87fe/raw/CCCV_18A_chg.csv (origin=hf://datasets/bsebench-org/offenburg-neural-ode-ecm-measurements-2022-raw@cae831a801a11f479c146be4875a21284c4e87fe/raw/CCCV_18A_chg.csv), /tmp/hf-datasets-cache/medium/datasets/44450134939039-config-parquet-and-info-bsebench-org-offenburg-ne-0b828380/hub/datasets--bsebench-org--offenburg-neural-ode-ecm-measurements-2022-raw/snapshots/cae831a801a11f479c146be4875a21284c4e87fe/raw/CCCV_18A_dis.csv (origin=hf://datasets/bsebench-org/offenburg-neural-ode-ecm-measurements-2022-raw@cae831a801a11f479c146be4875a21284c4e87fe/raw/CCCV_18A_dis.csv), /tmp/hf-datasets-cache/medium/datasets/44450134939039-config-parquet-and-info-bsebench-org-offenburg-ne-0b828380/hub/datasets--bsebench-org--offenburg-neural-ode-ecm-measurements-2022-raw/snapshots/cae831a801a11f479c146be4875a21284c4e87fe/raw/CCCV_50A_chg.csv (origin=hf://datasets/bsebench-org/offenburg-neural-ode-ecm-measurements-2022-raw@cae831a801a11f479c146be4875a21284c4e87fe/raw/CCCV_50A_chg.csv), /tmp/hf-datasets-cache/medium/datasets/44450134939039-config-parquet-and-info-bsebench-org-offenburg-ne-0b828380/hub/datasets--bsebench-org--offenburg-neural-ode-ecm-measurements-2022-raw/snapshots/cae831a801a11f479c146be4875a21284c4e87fe/raw/CCCV_50A_dis.csv (origin=hf://datasets/bsebench-org/offenburg-neural-ode-ecm-measurements-2022-raw@cae831a801a11f479c146be4875a21284c4e87fe/raw/CCCV_50A_dis.csv), /tmp/hf-datasets-cache/medium/datasets/44450134939039-config-parquet-and-info-bsebench-org-offenburg-ne-0b828380/hub/datasets--bsebench-org--offenburg-neural-ode-ecm-measurements-2022-raw/snapshots/cae831a801a11f479c146be4875a21284c4e87fe/raw/OCV_SOC_data.csv (origin=hf://datasets/bsebench-org/offenburg-neural-ode-ecm-measurements-2022-raw@cae831a801a11f479c146be4875a21284c4e87fe/raw/OCV_SOC_data.csv), /tmp/hf-datasets-cache/medium/datasets/44450134939039-config-parquet-and-info-bsebench-org-offenburg-ne-0b828380/hub/datasets--bsebench-org--offenburg-neural-ode-ecm-measurements-2022-raw/snapshots/cae831a801a11f479c146be4875a21284c4e87fe/raw/halfcycles.csv (origin=hf://datasets/bsebench-org/offenburg-neural-ode-ecm-measurements-2022-raw@cae831a801a11f479c146be4875a21284c4e87fe/raw/halfcycles.csv), /tmp/hf-datasets-cache/medium/datasets/44450134939039-config-parquet-and-info-bsebench-org-offenburg-ne-0b828380/hub/datasets--bsebench-org--offenburg-neural-ode-ecm-measurements-2022-raw/snapshots/cae831a801a11f479c146be4875a21284c4e87fe/raw/loadprofile.csv (origin=hf://datasets/bsebench-org/offenburg-neural-ode-ecm-measurements-2022-raw@cae831a801a11f479c146be4875a21284c4e87fe/raw/loadprofile.csv), /tmp/hf-datasets-cache/medium/datasets/44450134939039-config-parquet-and-info-bsebench-org-offenburg-ne-0b828380/hub/datasets--bsebench-org--offenburg-neural-ode-ecm-measurements-2022-raw/snapshots/cae831a801a11f479c146be4875a21284c4e87fe/raw/pulsed_chg.csv (origin=hf://datasets/bsebench-org/offenburg-neural-ode-ecm-measurements-2022-raw@cae831a801a11f479c146be4875a21284c4e87fe/raw/pulsed_chg.csv), /tmp/hf-datasets-cache/medium/datasets/44450134939039-config-parquet-and-info-bsebench-org-offenburg-ne-0b828380/hub/datasets--bsebench-org--offenburg-neural-ode-ecm-measurements-2022-raw/snapshots/cae831a801a11f479c146be4875a21284c4e87fe/raw/pulsed_dis.csv (origin=hf://datasets/bsebench-org/offenburg-neural-ode-ecm-measurements-2022-raw@cae831a801a11f479c146be4875a21284c4e87fe/raw/pulsed_dis.csv)]
              
              Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)

Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.

time/s;current/A;battery voltage/V string
115335.079430862;-0;2.5350206
115335.079630862;-0.87807513;2.5362601
115336.079630623;-179.778;2.6213238
115337.079630385;-179.75423;2.6453807
115338.079630147;-179.80853;2.6632226
115339.079629908;-179.87981;2.6792605
115340.07962967;-179.93413;2.6940453
115341.079629431;-179.81872;2.706625
115342.079629193;-179.79497;2.7203071
115343.079628955;-179.84586;2.7314835
115344.079628716;-180.29045;2.7407053
115345.079628478;-179.86963;2.7509794
115346.079628239;-179.93413;2.7609029
115347.079628003;-179.73728;2.7696736
115348.079627768;-180.13092;2.777492
115349.079627533;-179.76442;2.786814
115350.079627299;-180.33455;2.7930787
115351.079627064;-180.21239;2.8002956
115352.079626829;-179.72369;2.8080139
115353.079626595;-179.99858;2.8139279
115354.07962636;-180.00877;2.8208442
115355.079626125;-179.99858;2.8275599
115356.07962589;-180.18184;2.8328223
115357.079625656;-179.78478;2.8400393
115358.079625421;-180.14452;2.8452516
115359.079625186;-180.23953;2.8502133
115360.079624952;-180.1072;2.8562274
115361.079624717;-180.15128;2.8611891
115362.079624482;-179.87302;2.8675041
115363.079624248;-179.97822;2.8723655
115364.079624013;-180.01556;2.8764751
115365.079623778;-179.98502;2.8817878
115366.079623544;-179.81872;2.8878019
115367.079623309;-179.93748;2.8916109
115368.079623074;-179.96125;2.8959711
115369.079622839;-179.92053;2.9002812
115370.079622605;-179.81872;2.9053433
115371.07962237;-179.80514;2.9094529
115372.079622135;-180.01216;2.9147153
115373.079621901;-179.97144;2.9167202
115374.079621663;-179.85945;2.9216816
115375.079621424;-180.00197;2.9255409
115376.079621186;-179.90358;2.9285979
115377.079620947;-179.75764;2.9337101
115378.079620709;-180.02573;2.9369175
115379.079620471;-179.95448;2.9410274
115380.079620232;-180.24633;2.9442348
115381.079619994;-180.37189;2.9477432
115382.079619755;-179.71352;2.9516022
115383.079619517;-180.1038;2.954459
115384.079619279;-179.97822;2.9588695
115385.07961904;-180.00538;2.9613252
115386.079618802;-179.88659;2.9657354
115387.079618563;-179.95108;2.9682915
115388.079618325;-179.73388;2.9720004
115389.079618086;-179.98841;2.9747567
115390.079617848;-179.84927;2.9787662
115391.079617609;-179.85266;2.9813724
115392.079617371;-179.77122;2.9844797
115393.079617133;-179.90695;2.9872363
115394.079616894;-180.02233;2.9901431
115395.079616656;-179.90017;2.9921477
115396.079616417;-179.778;2.9959567
115397.079616179;-179.79836;2.9984627
115398.07961594;-179.82891;3.0012693
115399.079615702;-180.1072;3.0039256
115400.079615466;-180.06984;3.0073335
115401.079615232;-180.33117;3.0087869
115402.079614997;-180.21239;3.011694
115403.079614762;-179.78817;3.0145004
115404.079614528;-180.04948;3.016856
115405.079614293;-179.84248;3.0203142
115406.079614058;-179.63547;3.0224192
115407.079613824;-179.94767;3.0249751
115408.079613589;-180.21917;3.0268295
115409.079613354;-179.84586;3.028784
115410.079613119;-179.73728;3.0320418
115411.079612885;-179.83909;3.0356503
115412.07961265;-179.97822;3.0371037
115413.079612415;-180.04609;3.038908
115414.079612181;-179.7305;3.0415642
115415.079611946;-179.93072;3.0442705
115416.079611711;-179.99858;3.0458744
115417.079611477;-180.2022;3.0473278
115418.079611242;-179.90695;3.0508862
115419.079611007;-179.94767;3.0529411
115420.079610773;-179.9443;3.0552967
115421.079610538;-180.1072;3.0565996
115422.079610303;-180.11056;3.0586545
115423.079610068;-180.02573;3.060559
115424.079609834;-179.90695;3.0635159
115425.079609599;-179.81533;3.065671
115426.079609364;-179.72031;3.0686281
115427.079609126;-180.08003;3.0698309
115428.079608888;-179.84586;3.0713344
115429.079608649;-179.87641;3.0726376
115430.079608411;-179.8832;3.0749428
115431.079608172;-179.81872;3.0774488
115432.079607934;-180.03931;3.0795538
115433.079607695;-180.02573;3.0815084

End of preview.

Code and measurement data for neural ODE grey-box ECM modeling of lithium-ion batteries

BSEBench status: raw_mirror_pending_validation

This dataset is a raw mirror of the Zenodo record for code and measurement data accompanying the paper "Neural ordinary differential equations for grey-box modelling of lithium-ion batteries on the basis of an equivalent circuit model". It includes measurement data and OCV-SOC traces for an LFP/graphite prismatic cell plus Python code for equivalent-circuit grey-box modelling.

Source

Source: Zenodo
Source URL: https://zenodo.org/records/6323623
Source API URL: https://zenodo.org/api/records/6323623
DOI: 10.5281/zenodo.6323623
Zenodo title: Code and measurement data - Neural ordinary differential equations for grey-box modelling of lithium-ion batteries on the basis of an equivalent circuit model
Version: 2.0.1
Publication date: 2022-02-24
Creators: Brucker, Jennifer, Behmann, René, Bessler, Wolfgang G., Gasper, Rainer
Related publication DOI: 10.3390/en15072661
Download date: 2026-05-08

License

The Zenodo API metadata reports license id mit-license, interpreted here as the MIT License. The license was verified from the official Zenodo API record before upload.

Provenance

Files were downloaded only from the official Zenodo API file content links for record 6323623. No data values were transformed. Original filenames are preserved under raw/. The source API response is included as zenodo_record.json, and machine-readable provenance is included as BSEBENCH_SOURCE.json.

Mirrored Files

Path	Bytes	Zenodo checksum
`raw/ECM_GB_static_model.py`	11629	`md5:6eacc182933db8579707cd49c1b29df2`
`raw/CCCV_18A_chg.csv`	170791	`md5:1316bb590326e03d1eec42414a85d76c`
`raw/pulsed_chg.csv`	486307	`md5:22d679928f14c192b4b457015cac1fbc`
`raw/OCV_SOC_data.csv`	2576220	`md5:baa250276f02666b0b17cb7d74c64382`
`raw/CCCV_50A_dis.csv`	81802	`md5:e588421f2bd0b44d211c32171497fcd4`
`raw/CCCV_180A_chg.csv`	120641	`md5:7b2acde2a1d5b462facf200c1ae470ae`
`raw/ECM_GB_complete.py`	15282	`md5:18fcab69031527858fe51ea54efda01d`
`raw/pulsed_dis.csv`	586319	`md5:e8973028b7aed36c37a9a43dc7f30297`
`raw/CCCV_180A_dis.csv`	33660	`md5:f983815b764aac7058087a2da473a514`
`raw/halfcycles.csv`	2986027	`md5:9f74aae2d49afa55a754afd6a8f2c0c7`
`raw/CCCV_18A_dis.csv`	188544	`md5:bdefdfd5b129c0f17a1b5baecbf77612`
`raw/CCCV_50A_chg.csv`	81729	`md5:a41d7c66be0c77ecc465c64fc4a7dad3`
`raw/loadprofile.csv`	2658538	`md5:2fa00da4ce60cbae4484ae4fd399a8b5`

Validation Status

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