... losses. To prevent such failures, PEPC aims to develop an early warning system using anomaly detection to prevent equipment failures and mitigate production losses. The Leading Equipment Anomaly Detection System (LEADS) was developed using historical solvent pump operating data to model normal...

... advancements in automated decision-making, as data complexity and availability continue to evolve. By incorporating more advanced artificial intelligence techniques, such as anomaly detection and predictive maintenance, this framework can further enhance operational performance, reduce unplanned disruptions...