DocumentCode :
2486694
Title :
Optimal scheduling of generator maintenance using modified discrete particle swarm optimization
Author :
Yare, Yusuf ; Venayagamoorthy, Ganesh K.
Author_Institution :
Univ. of Missouri -Rolla, Rolla
fYear :
2007
fDate :
19-24 Aug. 2007
Firstpage :
1
Lastpage :
8
Abstract :
This paper presents a modified discrete particle swarm optimization (PSO) based technique for generating optimal preventive maintenance schedule of generating units for economical and reliable operation of a power system while satisfying system load demand and crew constraints. While GA and other analytical methods might suffer from premature convergence and the curse of dimensionality, heuristics based swarm intelligence can be an efficient alternative. PSO is known to effectively solve large scale multi-objective optimization problems. Here, a modified discrete PSO approach is proposed for the GMS optimization problem in order to overcome the limitations of the conventional methods and come up with a feasible and an optimal solution.
Keywords :
maintenance engineering; particle swarm optimisation; power generation economics; power generation reliability; scheduling; generating units; generator maintenance; heuristics based swarm intelligence; large scale multiobjective optimization; modified discrete PSO; optimal preventive maintenance schedule; particle swarm optimization; power system economics; power system reliable operation; system load demand; Convergence; Large-scale systems; Optimal scheduling; Particle swarm optimization; Power generation; Power generation economics; Power system analysis computing; Power system economics; Power system reliability; Preventive maintenance;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Bulk Power System Dynamics and Control - VII. Revitalizing Operational Reliability, 2007 iREP Symposium
Conference_Location :
Charleston, SC
Print_ISBN :
978-1-4244-1519-9
Electronic_ISBN :
978-1-4244-1519-9
Type :
conf
DOI :
10.1109/IREP.2007.4410521
Filename :
4410521
Link To Document :
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