Simulation application of support vector machine feedforward control in gas turbine load control

Abstract

Abstract To address the challenges of excessive overshoot, prolonged settling time, and complex PID parameter tuning in gas turbine load control, this study investigates a gas turbine load control system utilizing support vector machine feedforward control. Firstly, the load control loop is decomposed, and the existing model structure is integrated with the load control section. Subsequently, the gas turbine load loop is modeled based on field test data. Following this, a gas turbine load control system incorporating a support vector machine feedforward loop is constructed in the MATLAB/Simulink environment. Finally, the entire loop undergoes simulation experiments. The simulation results demonstrate that the system exhibits rapid response to load step changes, enhances the stability of the load control loop, and effectively fulfills the requirements of grid-source coordination in modern power systems.