Title :
Differential Evolution Algorithm with Perturb Strategy Operator
Author :
Lee, Wei-Ping ; Chiang, Chang-Yu
Author_Institution :
Inf. Manage. Dept., Chung Yuan Christian Univ., Chungli, Taiwan
Abstract :
Differential evolution (DE) has been proven to be an efficient and robust algorithm for many optimization problems. But it still may convergence to local optimal solutions. In this paper that proposed a perturb strategy operator in original DE to increase the exploration ability and exploitation ability. The performance of perturb strategy operator with Differential evolution (PsDE) is showed on the following performance measures: the solution quality and solution stability by applying benchmark functions. And this paper has been found that PsDE can efficiently finds the global value of these functions.
Keywords :
evolutionary computation; optimisation; perturbation techniques; benchmark functions; differential evolution algorithm; exploitation ability; exploration ability; optimal solutions; optimization problems; original DE; perturb strategy operator; robust algorithm; solution quality; solution stability; Appropriate technology; Biological system modeling; Clustering algorithms; Evolution (biology); Evolutionary computation; Genetic mutations; Information management; Robustness; Simulated annealing; Stability;
Conference_Titel :
Intelligent Systems and Applications (ISA), 2010 2nd International Workshop on
Conference_Location :
Wuhan
Print_ISBN :
978-1-4244-5872-1
Electronic_ISBN :
978-1-4244-5874-5
DOI :
10.1109/IWISA.2010.5473250