During the “Edge AI: Driving Smarter Machine Health Monitoring for Energy Infrastructure” panel at IIoT World Energy Day 2026, poll results showed that most energy operators are just beginning to explore AI for asset monitoring. Some have completed a first deployment, but only a small percentage have scaled these solutions across multiple assets or sites. […]
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In 2026, the primary barrier to manufacturing efficiency is the abundance of data. Modern plants now monitor tens of thousands of assets and hundreds of thousands of individual points. However, this connectivity has created a new operational hazard: Alert Fatigue. When a plant manager receives thousands of notifications a day, the most critical “signal” is often […]
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Piezoelectric vibration sensors have been the factory standard for more than 50 years. According to Dr. Antoine Filipe, CTO of Tronics Microsystems, a TDK Group Company, MEMS-based digital sensors are now following the same replacement curve that already swept through consumer electronics and aerospace. This article examines why the shift from analog to digital vibration […]
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