Proactive maintenance programs are increasingly recognizing the pivotal role of unexpected behavior management in bolstering asset integrity. Rather than solely reacting to apparatus failures, a sophisticated approach leverages real-time data flows and advanced analytics to identify deviations from established operational norms. This preemptive det