Title :
A hybrid Differential Evolution method and its application to the physical travelling salesman problem
Author :
Hai, Bang Le ; Ashida, Takashi ; Thawonmas, Ruck ; Rinaldo, Frank
Author_Institution :
Intell. Comput. Entertainment Lab., Ritsumeikan Univ., Kyoto, Japan
Abstract :
Differential Evolution (DE) is a simple and efficient evolutionary algorithm for optimization problems over continuous space. A variant of DE is the Down-hill Simplex method based on Differential Evolution (DSM DE) which has the advantage of converging faster than DE. However, the problem with DSM DE is that it doesn´t guarantee to converge to a global optimum. In this paper, we present a way to improve DE by combining DE with DSM DE and the application of the new method to the problem of finding the optimum path in the physical travelling salesman problem.
Keywords :
evolutionary computation; game theory; travelling salesman problems; PTSP; combinatorial optimization problem; continuous space; down-hill simplex method; evolutionary algorithm; hybrid differential evolution method; optimization problems; physical travelling salesman problem; Cost function; Games; Indexes; Sociology; Statistics; Vectors;
Conference_Titel :
Consumer Electronics (GCCE), 2012 IEEE 1st Global Conference on
Conference_Location :
Tokyo
Print_ISBN :
978-1-4673-1500-5
DOI :
10.1109/GCCE.2012.6379598