Drone monitoring data and corresponding fault knowledge 核心 · 已核验

doi:10.21227/645e-d502

"Contains CSV and JSON knowledge data for drone monitoring, generating corresponding PKL datasets,The dataset includes six classes: one normal state and five fault states, including low voltage fault, wind disturbance fault, load loss fault, accelerometer failure, and gyroscope failure. The dataset supports supervised learning, fault detection and isolation, and explainable diagnosis tasks, and can be integrated with knowledge graphs and expert systems for fault cause tracing. It provides a benchmark for evaluating data-driven and knowledge-enhanced fault diagnosis methods in UAV systems. as well as a PubMed dataset"

落地页
https://ieee-dataport.org/documents/drone-monitoring-data-and-corresponding-fault-knowledge
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。
设备类型
unmanned_aerial_vehicle
PHM 任务
fault_detection fault_diagnosis

故障工况

fault_type: healthy_baseline
fault_type: sensor_fault

传感器

sensor_type: accelerometer
sensor_type: gyroscope
溯源(PROV,10 条)
source_url: https://ieee-dataport.org/documents/drone-monitoring-data-and-corresponding-fault-knowledgesource_citation: quarry_mining_pool datacite#10.21227/645e-d502retrieved_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=L1 score=0.65;候选区,晋升需人工核验
about_field: equipment_typessource_citation: graphrag 抽取自论文 doi:10.21227/645e-d502(model=glm-5.2, temperature=0)retrieved_on: 2026-07-10asserted_by: automated_extractionconfidence_level: grounded_nativenote: values: rotorcraft_uav;候选区,晋升需人工核验(ADR-26)
about_field: fault_conditionssource_citation: graphrag 抽取自论文 doi:10.21227/645e-d502(model=glm-5.2, temperature=0)retrieved_on: 2026-07-10asserted_by: automated_extractionconfidence_level: grounded_nativenote: values: healthy_baseline, sensor_fault;候选区,晋升需人工核验(ADR-26)
about_field: sensorssource_citation: graphrag 抽取自论文 doi:10.21227/645e-d502(model=glm-5.2, temperature=0)retrieved_on: 2026-07-10asserted_by: automated_extractionconfidence_level: grounded_nativenote: values: accelerometer, gyroscope;候选区,晋升需人工核验(ADR-26)
about_field: taskssource_citation: graphrag 抽取自论文 doi:10.21227/645e-d502(model=glm-5.2, temperature=0)retrieved_on: 2026-07-10asserted_by: automated_extractionconfidence_level: grounded_nativenote: values: fault_detection, fault_diagnosis;候选区,晋升需人工核验(ADR-26)
about_field: equipment_typessource_citation: 人工核验:zfbin(委托批准 2026-07-10)retrieved_on: 2026-07-10asserted_by: human_curatorconfidence_level: human_verifiednote: 人工改写。核验剔除 equipment_types=rotorcraft_uav(自述仅 drone,机型未述,旋翼无依据)
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: equipment_typessource_citation: 人工核验:zfbin(词表修订拍板 2026-07-10)retrieved_on: 2026-07-10asserted_by: human_curatorconfidence_level: human_verifiednote: 人工改写。词表回填 equipment=unmanned_aerial_vehicle(drone 机型未述,上位值承接)
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: 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