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
event
2
Vibration & Thermal Analysis
agent
3
Failure Probability Score
system
4
Maintenance Team Alert
api
5
Schedule Repair
human

Connections (5)

Sensor Data StreamVibration & Thermal Analysissequential
Vibration & Thermal AnalysisFailure Probability Scoresequential
Failure Probability ScoreMaintenance Team Alertconditionalfailure_risk > 0.2
Maintenance Team AlertSchedule Repairsequential
Vibration & Thermal AnalysisMaintenance Team Alerttimeout
5
Steps
5
Connections
5
Node Types