Title :
Searching Nonlinear Systems by Multi-population Differential Evolution
Author :
Liu, Xiyu ; Liu, Yanli ; Wang, Zongli ; Meng, Yan
Author_Institution :
Sch. of Manage. & Econ., Shandong Normal Univ., Jinan
Abstract :
Nonlinear problems are arising more and more often in searching for an approximate solution. One of these nonlinear problems is the boundary value problem. Most researches focus on the existence of positive solutions with the help of nonlinear analysis tools such as topological indices, critical point theory, etc, and the effective searching of an approximate solution is indeed an interesting problem. While many searching methods focus themselves on particle swarm optimization and genetic algorithms, we propose a new searching algorithm based differential evolution (DE). It proves that DE is a simple optimization algorithm effective for real-valued problems. We present new techniques of finding positive solutions to fourth order boundary value problems. We propose algorithms to get solutions together with a simple convergence analysis.
Keywords :
boundary-value problems; genetic algorithms; nonlinear systems; particle swarm optimisation; search problems; boundary value problem; convergence analysis; genetic algorithms; multipopulation differential evolution; nonlinear analysis tools; nonlinear systems; particle swarm optimization; real-valued problems; searching methods; Algorithm design and analysis; Boundary value problems; Conference management; Evolutionary computation; Genetic algorithms; Hydrogen; Nonlinear systems; Particle swarm optimization; Physics; Power generation economics; Differential Evolution; Nonlinear Problems;
Conference_Titel :
Natural Computation, 2008. ICNC '08. Fourth International Conference on
Conference_Location :
Jinan
Print_ISBN :
978-0-7695-3304-9
DOI :
10.1109/ICNC.2008.894