Product Solution 04 / 08

Air Compressor Health Monitoring

Online vibration, temperature & current monitoring for air compressors — early warning of bearing degradation and overtemperature shutdown, reducing unplanned downtime

Solution Overview

Online health monitoring for air compressors: collects vibration, temperature & current. AI learns operational baseline to identify bearing degradation and cooling anomalies early, reducing unplanned downtime. No equipment replacement, no line modification — data connected in 30 minutes.

Manufacturing plant utility roomsCentralized compressor stationsStandalone compressors in injection/metalworking shopsPortable compressors at mines/construction sitesOil-free compressors in food/pharma

Problems Solved

Air compressor failure halts the entire production line

The air compressor is the lifeline of plant utilities. A single unplanned stop not only cuts compressed air supply but brings all pneumatic equipment to a halt — losses of thousands of dollars per hour.

Recurring overtemperature shutdowns with unknown root cause

Cooler blockage, lubricant degradation, ambient temperature swings — overtemperature shutdowns look like temperature issues on the surface but have diverse root causes that are hard to pinpoint with manual experience alone.

Scheduled maintenance cannot prevent sudden failures

Consumables replaced by running hours, but bearing wear and screw degradation timelines vary enormously with operating conditions. Fixed-interval maintenance still misses failures.

Traditional Solution vs ZHIYUAN

TraditionalZHIYUAN
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.

Key Features

  • Vibration Trend Monitoring

    Monitors bearing housing and casing vibration severity. AI learns normal operating baseline to identify early signs of imbalance, misalignment and bearing wear.

  • Multi-Point Temperature Monitoring

    Simultaneously collects discharge temperature, oil temperature and cooling water temperature to assess cooling system efficiency degradation and oil deterioration trends.

  • Operating Condition Analysis

    Records load/unload frequency, running hours and start-stop counts to identify frequent cycling and extended idle conditions.

  • Screw/Bearing Degradation Warning

    Combines vibration spectrum with temperature trends to provide 7-14 day advance warning of screw wear and bearing degradation, with maintenance window recommendations.

  • Alert-to-Work-Order Closure

    Abnormal alerts auto-generate maintenance work orders — dispatch → accept → process → archive with full traceability, building per-machine health records.

Data Collection & Alerting Specs

Collected Data

  • Bearing housing vibration (X/Y/Z axes)
  • Discharge temperature
  • Oil temperature
  • Cooling water temperature (optional)
  • Motor current
  • Load/unload status
  • Running hours

Alert Types

  • Vibration severity exceeding limit or upward trend
  • Persistently elevated discharge temperature
  • Abnormal oil temperature rise
  • Frequent start-stop
  • Extended idle
  • Device offline

Alerts pushed to Web dashboard and WeCom; SMS as optional add-on. Same-type alerts auto-merged for noise reduction.

Deployment & Billing

Deployment
Externally mounted vibration-temperature sensors + 4G DTU gateway. No modification to compressor body or control cabinet. MQTT/Modbus standard protocols — single unit integration completed in 30 minutes.
Billing
Subscription per air compressor, including sensor selection guidance and point configuration. Pilot on 1-3 critical units first.