AI That Finds Production Problems Without Manual Alarm Rules
AI anomaly detection in manufacturing uses historical production and sensor data to learn normal operating patterns and identify unusual changes, even when individual measurements remain within their alarm limits. Instead of programming a rule for every possible fault, plants can monitor relationships between signals. The challenge is turning those findings into useful warnings without creating more nuisance alarms.