bearing-fault-diagnosis

Contest solution for 数境创新大赛-先进制造制造关键装置故障诊断

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Contest page: https://www.industrial-bigdata.com/Challenge/title?competitionId=B1O9KWPEBIDJLIJ5ZL0EBXO3E4ITG2OI&type=
Problem provider：容知日新
Team Name: ⚪滚滚
Final rank: no rank, no award :(

Quickstart

• pip install -r requirements.txt
  • you can manually ignore # vis part if you only need run.py
• python mk_data.py
  • put all datasets at data\*.zip
• python run.py
• python vis_pca.py --split test2 --fp log\submit.csv

refenrence

• 轴承故障诊断: https://zhuanlan.zhihu.com/p/671235819
• 四种轴承故障信号图: https://zhuanlan.zhihu.com/p/531748264
• 轴承故障检测训练赛: https://challenge.datacastle.cn/v3/cmptDetail.html?id=248
• bearing_detection_by_conv1d: https://github.com/xiaosongshine/bearing_detection_by_conv1d
• Z-Lab baseline: Z-Lab/2024 工业大数据/制造关键装置故障诊断

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by Armit 2024/2/1