Title :
Constrained real-parameter optimization using a Differential Evolution algorithm
Author :
Brest, J. ; Zamuda, A. ; Fister, I. ; Boskovic, B. ; Maucec, Mirjam
Author_Institution :
Inst. of Comput. Sci., Univ. of Maribor, Maribor, Slovenia
Abstract :
Differential Evolution (DE) is widely used in solving single objective constrained real-parameter optimization problems. In this paper we present a new version of DE-based algorithm for constrained optimization. A new mutation strategy is also used in the proposed algorithm. The performance of the proposed algorithm is evaluated on the set of 36 benchmark functions provided for the CEC 2010 competition. The obtained results show that our algorithm has found feasible solution on almost all benchmark functions, when the dimension of decision variables is set to 10 and 30, respectively.
Keywords :
evolutionary computation; optimisation; CEC 2010 competition; constrained real-parameter optimization; decision variables; differential evolution algorithm; mutation strategy; Aging; Benchmark testing; Computer science; Computers; Electrical engineering; Heuristic algorithms; Optimization;
Conference_Titel :
Differential Evolution (SDE), 2011 IEEE Symposium on
Conference_Location :
Paris
Print_ISBN :
978-1-61284-071-0
DOI :
10.1109/SDE.2011.5952076