Alert MethodFixed threshold alerts: only fire at limit crossings, blind to slow degradation. A single fault floods dozens of useless alerts, burying real risks.AI time-series anomaly detection: learns each device's baseline, catches slow drift and hidden anomalies. 80% fewer false alarms, alerts routed to the right people.
Notification & ClosurePhone calls/group chat: alerts dumped in chat, who handles what? Night alerts buried, discovered next day.WeCom/SMS graded push + work order automation: graded, person-specific routing. Unacknowledged alerts auto-escalate. Full traceability: alert → work order → resolution → archive.
Integration & RetrofittingCostly retrofit & downtime: new monitoring needs rewiring, equipment swap, production stoppage — long cycle, lost output.Reuse existing sensors, plug & go live: compatible with 95% DTUs/sensors. MQTT/Modbus standard protocols. No production line changes — 30-minute data integration.
Data ValueReal-time only, no history: manual logs capture instant values only — no trend visibility, can't replay fault evolution.Time-series database + history replay: massive long-term storage, any-range curve playback with work order records to reconstruct full fault picture and continuously improve O&M strategy.