Title :
Implementation of adaptive critic-based neurocontrollers for turbogenerators in a multimachine power system
Author :
Venayagamoorthy, Ganesh Kumar ; Harley, Ronald G. ; Wunsch, Donald C.
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Missouri, Rolla, MO, USA
Abstract :
This paper presents the design and practical hardware implementation of optimal neurocontrollers that replace the conventional automatic voltage regulator (AVR) and the turbine governor of turbogenerators on multimachine power systems. The neurocontroller design uses a powerful technique of the adaptive critic design (ACD) family called dual heuristic programming (DHP). The DHP neurocontrollers´ training and testing are implemented on the Innovative Integration M67 card consisting of the TMS320C6701 processor. The measured results show that the DHP neurocontrollers are robust and their performance does not degrade unlike the conventional controllers even when a power system stabilizer (PSS) is included, for changes in system operating conditions and configurations. This paper also shows that it is possible to design and implement optimal neurocontrollers for multiple turbogenerators in real time, without having to do continually online training of the neural networks, thus avoiding risks of instability.
Keywords :
adaptive control; heuristic programming; neurocontrollers; optimal control; power system control; real-time systems; turbogenerators; ACD; AVR; DHP neurocontrollers; Innovative Integration M67 card; PSS; TMS320C6701 processor; adaptive critic-based neurocontrollers; automatic voltage regulator; dual heuristic programming; multimachine power system; multiple turbogenerators; neurocontroller design; optimal neurocontrollers; power system stabilizer; robustness; turbine governor; turbogenerators; Hardware; Neurocontrollers; Power measurement; Power system measurements; Power systems; Regulators; Testing; Turbines; Turbogenerators; Voltage;
Journal_Title :
Neural Networks, IEEE Transactions on
DOI :
10.1109/TNN.2003.816054