Automation & Robotics
Acoustic and Thermal Sensors in AI Predictive Maintenance: Which Technology Catches Which Failure?
This article details how acoustic and thermal sensors enhance AI-driven predictive maintenance by detecting failure modes missed by traditional vibration analysis. It provides a framework for selecting the right sensor technology based on specific industrial asset vulnerabilities.
Rui Almeida·November 1, 2026