Title :
Voltage Contingency Ranking of a Practical Power Network Using Hybrid Neuro-Fuzzy System
Author :
Chaturvedi, K.T. ; Pandit, Manjaree ; Srivastava, L. ; Bhatele, R.P.
Author_Institution :
Dept. of Electr. & Electron. Eng., UIT, Bhopal
Abstract :
Maintaining power system security is a challenging task for power system engineers. The idea is to shortlist critical contingencies from a large list of contingencies and to rank the contingencies expected to drive the system towards instability. Corrective measures can then be planned to save the system from collapse and blackout. This paper presents a simple multi-output fuzzy-neural network for contingency ranking in a power system. A fuzzy overall performance index (FOPI), formulated by combining i) voltage violations and ii) voltage stability margin is being employed in this paper for composite ranking of contingencies. The proposed approach is very effective in handling contingencies lying on the boundary between two severity classes. Feature selection using fuzzy curves has been employed to reduce the dimension of the network. The performance of the proposed method has been tested on a 69-bus practical Indian power system.
Keywords :
fuzzy neural nets; power system analysis computing; power system dynamic stability; power system security; Indian power system; feature selection; fuzzy curves; fuzzy overall performance index; hybrid neuro-fuzzy system; multioutput fuzzy-neural network; power network; power system security; voltage contingency ranking; voltage stability margin; voltage violations; Fuzzy neural networks; Hybrid power systems; Maintenance engineering; Performance analysis; Power engineering and energy; Power system measurements; Power system security; Power system stability; Systems engineering and theory; Voltage; Contingency ranking; Fuzzy curves; Fuzzy neural network; Fuzzy overall performance index (FOPI); Levenberg-Marquardt algorithm;
Conference_Titel :
Power System Technology and IEEE Power India Conference, 2008. POWERCON 2008. Joint International Conference on
Conference_Location :
New Delhi
Print_ISBN :
978-1-4244-1763-6
Electronic_ISBN :
978-1-4244-1762-9
DOI :
10.1109/ICPST.2008.4745285