Title :
Analysis of intelligent Wide Area System-Centric Controller and Observer for power system stabilization using DHP control architecture
Author :
Kamalasadan, S. ; Manickam, A.
Author_Institution :
Univ. of North Carolina at Charlotte, Charlotte, NC, USA
Abstract :
In this paper, we propose an intelligent approach to power system stabilization using a Wide Area System Centric Controller and Observer (WASCCO). This architecture augments local controllers connected to generators such as Power System Stabilizers (PSS) based on Intelligent Supervisory Loop (ISL) concept implemented with WASCCO. For the monitoring and control of multiple generators a Dual Heuristic Programming (DHP) action-critic neural network architecture is utilized. This coupled with a predictive Wide Area Neural Network Identifier (WANNID) generates a control signal to augment local controller. The controller performance is tested on a five generator, eight buses, two area power network to damp inter-area model oscillations. Also an intelligent agent cluster is designed at major power system buses that interact with WASCCO. Simulation studies indicate that the proposed controller is capable of improving the stabilization of the generator.
Keywords :
electric generators; heuristic programming; neurocontrollers; observers; power system control; power system stability; DHP control architecture; ISL; PSS; WANNID; WASCCO; area power network; control signal; dual heuristic programming action-critic neural network architecture; intelligent agent cluster; intelligent supervisory loop; intelligent wide area system-centric controller analysis and observer; interarea model oscillations; multiple generator control; observer; power system buses; power system stabilization; predictive wide area neural network identifier; Artificial neural networks; Computer architecture; Generators; Mathematical model; Power system stability; Training; Intelligent Adaptive Control; Intelligent supervisory loop; Power System Stabilization; Wide Area System-centric controller and Observer;
Conference_Titel :
Power and Energy Society General Meeting, 2012 IEEE
Conference_Location :
San Diego, CA
Print_ISBN :
978-1-4673-2727-5
Electronic_ISBN :
1944-9925
DOI :
10.1109/PESGM.2012.6345478