Title :
Handling boundary constraints for numerical optimization by particle swarm flying in periodic search space
Author :
Wen-Jun Zhang ; Xie, Xiao-Feng ; Bi, De-Chun
Author_Institution :
Inst. of Microelectron., Tsinghua Univ., Beijing, China
Abstract :
The periodic mode is analyzed together with two conventional boundary handling modes for particle swarm. By providing an infinite space that comprises periodic copies of original search space, it avoids possible disorganizing of particle swarm that is induced by the undesired mutations at the boundary. The results on benchmark functions show that particle swarm with periodic mode is capable of improving the search performance significantly, by compared with that of conventional modes and other algorithms.
Keywords :
constraint handling; optimisation; search problems; boundary constraints; boundary handling modes; infinite space; numerical optimization; particle swarm; periodic copies; periodic mode; periodic search space; Bismuth; Chemical analysis; Chemical technology; Constraint optimization; Genetic mutations; Microelectronics; Particle swarm optimization; Petroleum; Space technology; Stochastic processes;
Conference_Titel :
Evolutionary Computation, 2004. CEC2004. Congress on
Print_ISBN :
0-7803-8515-2
DOI :
10.1109/CEC.2004.1331185