DocumentCode :
509909
Title :
Epsilon-dominance based multiobjective genetic algorithm for economic emission load dispatch optimization problem
Author :
Osman, M.S. ; Abo-Sinna, M.A. ; Mousa, A.A.
Author_Institution :
High Inst. of Technol., 10th Ramadan City, Egypt
Volume :
2
fYear :
2006
fDate :
19-21 Dec. 2006
Firstpage :
576
Lastpage :
581
Abstract :
In this paper, a novel multiobjective genetic algorithm approach for economic emission load dispatch (EELD) optimization problem is presented. TheEELD problem is formulated as a nonlinear constrained multiobjective optimization problem with both equality and inequality constraints. A new optimization algorithm which is based on concept of co-evolution and repair algorithm for handling nonlinear constraints is presented. The algorithm maintains a finite-sized archive of non-dominated solutions which gets iteratively updated in the presence of new solutions based on the concept of ¿-dominance. The use of ¿-dominance also makes the algorithms practical by allowing a decision maker to control the resolution of the Pareto set approximation by choosing an appropriate ¿ value. The results demonstrate the capabilities of the proposed approach to generate true and well-distributed Pareto-optimal nondominated solutions of the multiobjective EELD problem in one single run. Simulation results with the proposed approach have been compared to those, reported in the literature. The comparison demonstrates the superiority of the proposed approach and confirms its potential to solve the multiobjective EELD problem.
Keywords :
Pareto optimisation; genetic algorithms; load dispatching; power system economics; Pareto set approximation; Pareto-optimal nondominated solutions; economic emission load dispatch optimization problem; multiobjective EELD problem; multiobjective genetic algorithm; nonlinear constraint handling; ¿ -dominance; Constraint optimization; Costs; Environmental economics; Fuel economy; Genetic algorithms; Iterative algorithms; Optimization methods; Power generation; Power generation economics; Power systems;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Power Systems Conference, 2006. MEPCON 2006. Eleventh International Middle East
Conference_Location :
El-Minia
Print_ISBN :
978-1-4244-5111-1
Type :
conf
Filename :
5372414
Link To Document :
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