DocumentCode :
2285914
Title :
An intelligent wide area system-centric controller and observer for power system stabilization using optimal Dual Heuristic Programming (DHP) architecture
Author :
Kamalasadan, Sukumar ; Manickam, Arangamanikannan
Author_Institution :
Univ. of North Carolina at Charlotte, Charlotte, NC, USA
fYear :
2011
fDate :
9-13 Oct. 2011
Firstpage :
1
Lastpage :
8
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 for stabilization connected to generators such as Power System Stabilizers (PSS) based on Intelligent Supervisory Loop (ISL) concept implemented with a wide area controller and Observer. For the monitoring and controller 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. Simulation studies indicate that the proposed controller is capable of improving the stabilization of the generator over the use of PSS alone while continuously improving its performance through the use of online learning.
Keywords :
damping; heuristic programming; neurocontrollers; observers; oscillations; power generation control; power system measurement; power system stability; predictive control; augment local controller; damp inter area model oscillations; dual heuristic programming; intelligent supervisory loop; intelligent wide area system centric controller; intelligent wide area system observer; monitoring; neural network architecture; online learning; power generators; power system stability; predictive control; Artificial neural networks; Equations; Mathematical model; Neurons; Regulators; Silicon; Solids; Intelligent Adaptive Control; Intelligent supervisory loop; Power System Stabilization; Wide Area System-centric controller and Observer;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Industry Applications Society Annual Meeting (IAS), 2011 IEEE
Conference_Location :
Orlando, FL
ISSN :
0197-2618
Print_ISBN :
978-1-4244-9498-9
Type :
conf
DOI :
10.1109/IAS.2011.6074353
Filename :
6074353
Link To Document :
بازگشت