Title :
Dual heuristic programming excitation neurocontrol for generators in a multimachine power system
Author :
Venayagamoorthy, G.K. ; Harley, R.G. ; Wunsch, D.C.
Author_Institution :
Sch. of Electr. & Electron. Eng., Natal Univ., Durban, South Africa
Abstract :
The design of optimal neurocontrollers that replace the conventional automatic voltage regulators for excitation control of turbogenerators in a multimachine power system is presented in this paper. The neurocontroller design is based on dual heuristic programming (DHP), a powerful adaptive critic technique. The feedback variables are completely based on local measurements from the generators. Simulations on a three-machine power system demonstrate that DHP based neurocontrol is much more effective than the conventional PID control for improving dynamic performance and stability of the power grid under small and large disturbances. This paper also shows how to design optimal multiple neurocontrollers for nonlinear systems, such as power systems, without having to continually online train the neural networks, thus avoiding risks of instability.
Keywords :
control system analysis; control system synthesis; exciters; feedback; heuristic programming; machine control; machine theory; neurocontrollers; optimal control; power system control; power system stability; robust control; turbogenerators; voltage control; adaptive critic technique; control simulation; disturbances; dynamic performance improvement; feedback variables; generator dual heuristic programming excitation neurocontrol; multimachine power system; optimal neurocontrol design; stability improvement; turbogenerators; Automatic voltage control; Neurocontrollers; Optimal control; Power system control; Power system dynamics; Power system measurements; Power system simulation; Power system stability; Power systems; Regulators;
Conference_Titel :
Industry Applications Conference, 2001. Thirty-Sixth IAS Annual Meeting. Conference Record of the 2001 IEEE
Conference_Location :
Chicago, IL, USA
Print_ISBN :
0-7803-7114-3
DOI :
10.1109/IAS.2001.955563