ElhamDataset for Fault Detection in Quadruped Robots: Healthy and Faulty Simulation Data in PyBullet 核心 · 已核验

doi:10.21227/rq0a-sn13

"This dataset contains simulated sensor data for a quadruped robot in both healthy and faulty conditions, generated using the PyBullet physics engine. The faulty conditions were created by restricting or altering the motion of individual joints to emulate common failure scenarios, while the healthy data represent normal locomotion. The dataset is intended to support research on fault detection, anomaly identification, and reliability analysis of quadruped robots. It can be utilized for developing and benchmarking machine learning models, as well as for testing algorithms in robotics fault diagnosis and resilient locomotion control."

落地页
https://ieee-dataport.org/documents/dataset-fault-detection-quadruped-robots-healthy-and-faulty-simulation-data-pybullet-0
许可证
CC-BY-4.0 (判读置信:inferred)
国内可访问性
国内直连:需登录 (2026-07-11 检测) 代理通道:需登录 (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。
PHM 任务
fault_detection anomaly_detection fault_diagnosis

故障工况

fault_type: healthy_baseline
fault_type: actuator_fault
溯源(PROV,7 条)
source_url: https://ieee-dataport.org/documents/elhamdataset-fault-detection-quadruped-robots-healthy-and-faulty-simulation-data-0source_citation: quarry_mining_pool datacite#10.21227/rq0a-sn13retrieved_on: 2026-07-09asserted_by: automated_harvestnote: 反向挖掘 v3(KLS-018,词表圈选+全量人工复核):level=L0 score=0.44999999999999996;候选区,晋升需人工核验
about_field: fault_conditionssource_citation: graphrag 抽取自论文 doi:10.21227/rq0a-sn13(model=glm-5.2, temperature=0)retrieved_on: 2026-07-10asserted_by: automated_extractionconfidence_level: grounded_nativenote: values: healthy_baseline, actuator_fault;候选区,晋升需人工核验(ADR-26)
about_field: taskssource_citation: graphrag 抽取自论文 doi:10.21227/rq0a-sn13(model=glm-5.2, temperature=0)retrieved_on: 2026-07-10asserted_by: automated_extractionconfidence_level: grounded_nativenote: values: fault_detection, anomaly_detection, 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 05:KLS-018 挖掘池卡,逐卡逐断言对照自述核验(evidence/KLS-016/08)
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
about_field: landing_pagesource_citation: 人工核验:zfbin(三问拍板 2026-07-11)retrieved_on: 2026-07-11asserted_by: human_curatorconfidence_level: human_verifiednote: 人工改写。KLS-009 修订⑤:落地页 301 永久重定向跟随更新(标题改名(elhamdataset→dataset);lychee redirect_map 2026-07-11 实测;同一 DataPort 记录,slug 随标题变更)
about_field: china_accessibilitysource_citation: 人工核验:zfbin(三问拍板 2026-07-11)retrieved_on: 2026-07-11asserted_by: human_curatorconfidence_level: human_verifiednote: 人工改写。KLS-009 修订③:DataPort 403 浏览器人工复核为记录级访问受限(Access denied,非工具反爬误报)→ 双通道标注 blocked→login_required