Proactive maintenance programs are increasingly identifying the pivotal role of abnormal condition management in bolstering asset durability. Rather than solely reacting to machinery failures, a sophisticated approach leverages real-time data streams and advanced analytics to detect deviations from established operational parameters. This early war