Title :
Differential evolution using a localized Cauchy mutation operator
Author :
Thangraj, Radha ; Pant, Millie ; Abraham, Ajith ; Deep, Kusum ; Snasel, Vaclav
Author_Institution :
Indian Inst. of Technol., Roorkee, India
Abstract :
In the present work, we propose a new variant of basic DE algorithm called CMDE-G which uses Cauchy mutation (CM) operator. In this algorithm, at the end of every generation, CM is applied as a local search mechanism to explore the neighborhood of the best individual in the population. The performance of CMDE-G algorithm is analyzed on a set of 10 standard benchmark problems and four nontraditional composite functions. Simulation results show that the proposed algorithm helps in improving the solution quality besides maintaining a good convergence rate.
Keywords :
evolutionary computation; CM operator; CMDE-G algorithm; differential evolution; localized Cauchy mutation operator; nontraditional composite functions; standard benchmark problem; Benchmark testing; Strontium; Differential Evolution; cauchy distribution; local search; mutation;
Conference_Titel :
Systems Man and Cybernetics (SMC), 2010 IEEE International Conference on
Conference_Location :
Istanbul
Print_ISBN :
978-1-4244-6586-6
DOI :
10.1109/ICSMC.2010.5641850