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