Predictive Maintenance Systems
IoT-enabled platforms that forecast equipment failures before they occur.

Predictive maintenance systems use vibration sensors, thermal imaging, acoustic monitoring, and machine learning to detect degradation signatures in rotating equipment, hydraulics, and electrical systems. By predicting failures days or weeks in advance, they enable condition-based interventions that minimize downtime, reduce spare parts inventory, and extend asset life across global manufacturing operations.
TRL
8/9Deployed
Impact
5/5
Investment
4/5
Category
Software