DocumentCode
1365652
Title
Multiobjective Evolutionary Optimization of Maintenance Schedules and Extents for Composite Power Systems
Author
Yang, F. ; Chang, C.S.
Author_Institution
Dept. of Electr. & Comput. Eng., Nat. Univ. of Singapore, Singapore, Singapore
Volume
24
Issue
4
fYear
2009
Firstpage
1694
Lastpage
1702
Abstract
Reducing the overall cost and improving the reliability are two primary but often conflicting objectives for composite power system. Scheduling of appropriate preventive maintenance requires optimization among multiple objectives. In this paper, an integrated methodology with three functional blocks is proposed. In the first block, the stochastic deterioration process of individual components is formulated as a maintenance-dependent continuous-time Markov model. Reliability of a composite power system is evaluated in the second block. In the third block, Pareto-based multiobjective evolutionary algorithm is proposed for providing a holistic view of conflicting relationships among multiple objectives. The second block extends the authors´ original minimum cut sets, by identifying the loss of energy of a load point due to not only a loss of continuity within a substation, but also a loss of continuity and a violation of transfer limit between these substations. This work also extends the representation of maintenance activities to both maintenance timings and extents. The present approach is applied to the IEEE Reliability Test System (IEEE RTS) for optimizing its reliability, maintenance, and failure costs. Results demonstrate the potential of the present approach for handling complex systems, and substantiate its improvement over the authors´ previously reported work.
Keywords
Markov processes; Pareto optimisation; failure analysis; power system reliability; preventive maintenance; IEEE Reliability Test System; Pareto-based multiobjective evolutionary optimization algorithm; composite power systems; failure costs; maintenance-dependent continuous-time Markov model; power system reliability; preventive maintenance schedules; stochastic deterioration process; Continuous-time Markov model; Pareto-based multiobjective evolutionary algorithm; inter-substation loss of continuity and violation of transfer limit; minimum cut sets; substation loss of continuity;
fLanguage
English
Journal_Title
Power Systems, IEEE Transactions on
Publisher
ieee
ISSN
0885-8950
Type
jour
DOI
10.1109/TPWRS.2009.2030354
Filename
5233867
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