Title :
A study on base vector for differential evolution
Author_Institution :
Temasek Lab., Nat. Univ. of Singapore, Singapore
Abstract :
One of the keys leading to the success of differential evolution is its mechanism of differential mutation for generating mutant vectors. In the community of differential evolution, the mutation operator is usually marked as x/y where x indicates how the base vector is chosen and y (ges1) is the number of vector differences added to the base vector. It is noted that rand/1 has been the most widely used mutation operator. However, a comprehensive comparative parametric study on differential evolution shows that strategies applying random base vector are neither efficient nor robust.
Keywords :
evolutionary computation; vectors; base vector; differential evolution; differential mutation; generating mutant vectors; Benchmark testing; Electromagnetic scattering; Evolutionary computation; Genetic mutations; Inverse problems; Laboratories; Optimal control; Parametric study; Power engineering and energy; Robustness; base vector; differential evolution; intrinsic control parameters; parametric study;
Conference_Titel :
Evolutionary Computation, 2008. CEC 2008. (IEEE World Congress on Computational Intelligence). IEEE Congress on
Conference_Location :
Hong Kong
Print_ISBN :
978-1-4244-1822-0
Electronic_ISBN :
978-1-4244-1823-7
DOI :
10.1109/CEC.2008.4630850