Insights & Ideas

Industrial failures in power plants are rarely sudden events. They develop gradually through small operational deviations, hidden instability, and interconnected system behaviours that traditional monitoring approaches often fail to detect early. In this article, Parag Patil explores why industrial risk must be understood contextually rather than through isolated thresholds, and how the future of plant reliability depends on identifying early warning patterns before they escalate into critical failures.

Industrial failures in power plants are rarely sudden events. They develop gradually through small operational deviations, hidden instability, and interconnected system behaviours that traditional monitoring approaches often fail to detect early. In this article, Parag Patil explores why industrial risk must be understood contextually rather than through isolated thresholds, and how the future of plant reliability depends on identifying early warning patterns before they escalate into critical failures.

Artificial Intelligence (AI) has ceased to be just a buzzword and has substantially altered various industries across the globe.