Title :
A new crossover operator in Differential Evolution for numerical optimization
Author :
Tayal, Devendra ; Gupta, Chaitali ; Jain, Abhishek
Author_Institution :
Dept. of Comput. Sci. & Eng., GGSIP Univ., India
Abstract :
The first pioneering study on Evolutionary Computation was studied by Holland (1975). Since the inception of Evolutionary Computation, researchers are constantly focusing on developing new methodologies, techniques, operators etc. for better convergence of the evolutionary algorithms. In the present paper, we propose a new crossover operator in Differential Evolution (DE) which has an effective convergence and enhances the efficiency of the optimization strategy, used for numerical data.
Keywords :
convergence of numerical methods; evolutionary computation; mathematical operators; mean square error methods; optimisation; DE; Holland; crossover operator; differential evolution; evolutionary algorithm convergence; evolutionary computation; numerical data optimization strategy efficiency enhancement; Convergence; Optimization; Particle swarm optimization; Sociology; Statistics; Vectors; Crossover operator; Differential Evolution (DE); Numerical Optimization; Optimization;
Conference_Titel :
Communication, Information & Computing Technology (ICCICT), 2012 International Conference on
Conference_Location :
Mumbai
Print_ISBN :
978-1-4577-2077-2
DOI :
10.1109/ICCICT.2012.6398178
