Large Language Model–Based Fault Diagnosis for Lithium-ion Batteries in Cloud-Edge Systems 核心 · 已核验

doi:10.5281/zenodo.18335411

This dataset was used in the paper Large Language Model–Based Fault Diagnosis for Lithium-ion Batteries in Cloud-Edge Systems. It comprises laboratory experimental data and real-world energy storage system (ESS)data.he laboratory data record battery current, voltage, and (in some cases) temperature during fault experiments, as well as the fault severity and fault type. The dataset includes both raw measurements and data obtained through augmentation. For fault cases, the samples retained are those closest to the time of fault occurrence, whereas samples farther from the fault time are labeled as normal.he real-world ESS data consist of current, voltage, and temperature measurements collected during the operation of an actual ESS power station. For commercial reasons, we do not disclose the exact fault locations or labels; however, the data are confirmed to include faults such as self-discharge and inconsistency. Note that, in the real-world ESS data, a positive current indicates battery discharge.

落地页
https://zenodo.org/doi/10.5281/zenodo.18335411
许可证
CC-BY-4.0 (判读置信:inferred)
国内可访问性
国内直连:可达 (2026-07-11 检测) 代理通道:可达 (2026-07-11 检测)
检测口径:lychee 双通道单轮探测;「直连超时」表示检测窗口内未完成,系慢或不稳定证据,不构成封锁证据。
发布年份
2026
发布方
Zenodo
设备类型
battery
PHM 任务
fault_diagnosis
溯源(PROV,5 条)
source_url: https://api.datacite.org/dois/10.5281/zenodo.18335411source_citation: DataCite REST 反查(KLS-019,query=fault diagnosis)retrieved_on: 2026-07-10asserted_by: automated_harvestnote: 补量候选(281→300+),经全量人工复核入库;晋升需人工核验
about_field: equipment_typessource_citation: graphrag 抽取自论文 doi:10.5281/zenodo.18335411(model=glm-5.2, temperature=0)retrieved_on: 2026-07-10asserted_by: automated_extractionconfidence_level: grounded_nativenote: values: battery;候选区,晋升需人工核验(ADR-26)
about_field: taskssource_citation: graphrag 抽取自论文 doi:10.5281/zenodo.18335411(model=glm-5.2, temperature=0)retrieved_on: 2026-07-10asserted_by: automated_extractionconfidence_level: grounded_nativenote: values: fault_diagnosis;候选区,晋升需人工核验(ADR-26)
about_field: source_citation: 人工核验:zfbin(委托批准 2026-07-10)retrieved_on: 2026-07-10asserted_by: human_curatorconfidence_level: human_verifiednote: 晋升核心区。晋升批次 04:KLS-019 补量卡,逐卡逐断言对照自述核验(evidence/KLS-016/07)
about_field: china_accessibilitysource_citation: KLS-009 链接健康扫描(lychee 双通道)retrieved_on: 2026-07-11asserted_by: automated_harvestnote: 定期刷新标注,仅覆盖本字段;历史结果以最新扫描为准