設備故障預測
製造業AI 分析設備振動、溫度和運行參數等感測器數據,預測可能故障並提前通知維修團隊安排保養。
eventagenthumanapi
為什麼需要 OSOP
非預期停機的成本遠高於預防性維護。OSOP 將感測器數據分析到故障預測的流程標準化,記錄每次預測的模型依據和準確度,持續優化預測能力。
Workflow Steps (5)
1
Sensor Data Stream
event2
Vibration & Thermal Analysis
agent3
Failure Probability Score
system4
Maintenance Team Alert
api5
Schedule Repair
humanConnections (5)
Sensor Data Stream→Vibration & Thermal Analysissequential
Vibration & Thermal Analysis→Failure Probability Scoresequential
Failure Probability Score→Maintenance Team Alertconditionalfailure_risk > 0.2
Maintenance Team Alert→Schedule Repairsequential
Vibration & Thermal Analysis→Maintenance Team Alerttimeout
5
Steps
5
Connections
5
Node Types