Application of Intelligent Monitoring Systems in Parts Management

2025-09-22 20:00:56

Application of Intelligent Monitoring Systems in Parts Management

1. Sensor Network Deployment

Vibration Sensor: Installed on the crosshead slideway, alarm threshold 4.5 mm/s RMS

Temperature Monitoring Points: PT100 probes installed on the bearing seat and fluid end

2. Predictive Maintenance System

Analysis through Machine Learning Algorithms:

Significant frequencies (typically occurring in the 3-5 kHz band) can be identified 72 hours before piston failure

Valve box life prediction accuracy reaches 89% (based on historical data from over 2,000 units)