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Engineering Blog for High Performance Insights


ML-based Condition Monitoring at the OT Edge
AI TECHNICAL BRIEF: We explore the realities of deploying ML at the OT Edge Condition monitoring of rotating machinery has become the flagship use case for machine learning at the OT edge, and for a structural reason: sound and vibration are dense signals. A single sensor emits hundreds of kilobytes per second, and no plant can round-trip that volume to a cloud and expect real-time answers. Interpretation has to happen where the data is born. Add the environments that defi
Scott Ludwick
Jul 207 min read


Trends in Real Time OT Compute Technologies
EXECUTIVE BRIEF: We examine trends in real time control compute hardware Executive Summary For seventy years, the question “what controls the machine” had one answer: a ruggedized, single-purpose box on a DIN rail, programmed in a language that looked like a relay schematic. That answer is no longer singular. Market data through mid-2026 shows the traditional PLC market still growing at a healthy 4–11% compound annual rate depending on the research house consulted — but grow
Scott Ludwick
Jul 128 min read
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