Title :
Intelligent control of inter-area oscillations in power systems
Author :
Pugliese, P. ; Sbrizzai, R. ; Trovato, M. ; Scala, M. La
Author_Institution :
Dipartimento di Elettrotecnica ed Elettronica, Politecnico di Bari, Italy
Abstract :
In this paper, a neural network-based control strategy is developed for damping the inter-area electromechanical oscillations for any operating point and/or network configuration. The power system stabilizers (PSSs) have been recognized as an effective means to eliminate the inter-area oscillations. Hence, the design of PSSs becomes an important aspect in controlling oscillations. Moreover, two specific requirements for the control strategy are very important: the coordination of the control actions and the decentralized structure of the control. A suitable and easily implementable control architecture, including layered feedforward neural network (LFNN), is proposed for the PSS of the synchronous machine. Each neural network is trained to give, as output to a pre-defined set of local measurable input variables, the desired values of the feedback parameters necessary to implement a decentralized linear feedback control law. Test results on a two-area power system prove the validity and usefulness of the suggested control strategy
Keywords :
decentralised control; feedback; feedforward neural nets; intelligent control; learning (artificial intelligence); multilayer perceptrons; oscillations; power system control; power system interconnection; power system stability; PSS; decentralized linear feedback control; decentralized structure; electromechanical oscillations; intelligent control; inter-area oscillations; layered feedforward neural network; neural network training; neural network-based control; power system stabilizers; power systems; synchronous machine; two-area power system; Damping; Feedforward neural networks; Input variables; Intelligent control; Neural networks; Neurofeedback; Output feedback; Power system control; Power systems; Synchronous machines;
Conference_Titel :
Electrotechnical Conference, 1996. MELECON '96., 8th Mediterranean
Conference_Location :
Bari
Print_ISBN :
0-7803-3109-5
DOI :
10.1109/MELCON.1996.551322