What Is Predictive Maintenance?
Predictive Maintenance is a strategy that analyzes equipment data to predict failures and performs maintenance before breakdowns occur.
The Evolution of Maintenance Strategies
IoT Data Collection
Sensor Types
Communication Protocols
Building Prediction Models
Data Preprocessing
Perform noise removal, missing value handling, and feature engineering.
Model Training
Use time-series analysis and anomaly detection algorithms to learn failure patterns.
Alarms and Actions
When a failure is predicted, send alerts to responsible personnel and schedule maintenance work.
Expected Benefits
When implementing a predictive maintenance system:
Conclusion
Predictive maintenance combining IoT and AI technologies is a core element of smart factories. Build your predictive maintenance system with POLYGLOTSOFT's IoT Gateway and AI platform.