MODEL-BASED MACHINE LEARING CONTROL SYSTEM AND METHOD FOR TUNING POWER PRODUCTION EMISSIONS

摘要

A model-based control system comprises a processor. The processor is configured to select a desired parameter of a machinery configured to produce power and to output emissions, and to select an emissions model configured to use the desired parameter as input and to output an emissions parameter. The processor is further configured to continuously tune the emissions model during operations of the machinery via a tuning system to derive a setpoint, and to adjust the setpoint by applying a tuning bias, wherein the tuning bias is continuously updated via segmented linear regression. The processor is additionally configured to control one or more actuators coupled to the machinery based on the adjusted setpoint.