Title :
DHP-Based Wide-Area Coordinating Control of a Power System with a Large Wind Farm and Multiple FACTS Devices
Author :
Qiao, Wei ; Venayagamoorthy, Ganesh K. ; Harley, Ronald G.
Author_Institution :
Georgia Inst. of Technol., Atlanta
Abstract :
Wide-area coordinating control is becoming an important issue and a challenging problem in the power industry. This paper proposes a novel optimal wide-area monitor and wide-area coordinating neurocontroller (WACNC), based on wide-area measurements, for a power system with power system stabilizers, a large wind farm, and multiple flexible ac transmission system (FACTS) devices. The wide-area monitor is a radial basis function neural network (RBFNN) that identifies the input-output dynamics of the nonlinear power system. Its parameters are optimized through a particle swarm optimization (PSO) based method. The WACNC is designed by using the dual heuristic programming (DHP) method and RBFNNs. It operates at a global level to coordinate the actions of local power system controllers. Each local controller communicates with the WACNC, receives remote control signals from the WACNC to enhance its dynamic performance, and therefore helps improve system-wide dynamic and transient performance.
Keywords :
flexible AC transmission systems; mathematical programming; neurocontrollers; particle swarm optimisation; power system control; radial basis function networks; wind power; dual heuristic programming; flexible AC transmission system devices; nonlinear power system; optimal wide-area monitor; particle swarm optimization; power industry; power system stabilizers; radial basis function neural network; remote control signals; wide-area coordinating neurocontroller; wide-area measurements; wind farm; Control systems; Flexible AC transmission systems; Monitoring; Power industry; Power system control; Power system dynamics; Power system measurements; Power system transients; Power systems; Wind farms;
Conference_Titel :
Neural Networks, 2007. IJCNN 2007. International Joint Conference on
Conference_Location :
Orlando, FL
Print_ISBN :
978-1-4244-1379-9
Electronic_ISBN :
1098-7576
DOI :
10.1109/IJCNN.2007.4371281