PLC Equipment Fault Warning: An Intelligent System for Early Problem Prevention Relay Failure: A production line at an automotive factory was halted for 4 hours due to contactor oxidation, resulting in a direct loss of 1.2 million. Valve Sticking: A chemical plant’s reactor valve seized due to insufficient lubrication, causing high-temperature material leakage, with repair … Read more
“PLC Fault Prediction: AI Provides 72-Hour Early Warning, A Lifesaving Secret for Factories!” Hey, factory folks! Today, let’s talk about something serious—who hasn’t been scared out of their wits by an equipment failure alarm in the middle of the night? Last week, Old Wang called me, saying that the PLC at his factory suddenly went … Read more
Abstract How to better predict mechanical failures and manage health is a key concern for modern mechanical manufacturing enterprises. With the development of sensor hardware technology and advancements in computer storage technology, massive amounts of data can be processed and stored. Data-driven mechanical equipment fault prediction and maintenance technology is gradually gaining widespread application. “Data-Driven … Read more