Proactive upkeep programs are increasingly identifying the pivotal role of unusual event management in bolstering asset robustness. Rather than solely reacting to machinery failures, a sophisticated approach leverages real-time data inputs and advanced analytics to detect deviations from established operational baselines. This early warning detecti