Abstract: This disclosure is directed to a system for determining optimum setpoints for equipment in an industrial process. In some embodiments, the system does not use first-principles models to determine ideal setpoints. Instead, the system uses actual historical data and determines the setpoints at which the highest and/or longest key performance indexes were achieved according to some embodiments. In some embodiments, the system is able to save computer resources by reducing processing power through the use of a survival matrix as opposed to an iterative model. In some embodiments, the survival matrix is derived from statistical calculations on the historical data for KPI achieved timeframes.