Title :
Analysis of global exploration of island model genetic algorithm
Author :
Artyushenko, Bogdan
Author_Institution :
Dept. of Design & Production Technol. of Radio Equip., Zaporizhzhya Nat. Tech. Univ., Zaporizhzhya, Ukraine
Abstract :
Island model genetic algorithms are fast spreading optimization method because of their parallel nature. We focus on the global exploration capabilities of mutation-based algorithms. Using a simple bimodal test function and rigorous runtime analyses, we compare well-known transfer techniques of island model genetic algorithms.
Keywords :
genetic algorithms; bimodal test function; global exploration capabilities; island model genetic algorithm; mutation-based algorithms; optimization method; Algorithm design and analysis; Bioinformatics; Error probability; Genetic algorithms; Genomics; Optimization methods; Parallel architectures; Production; Runtime; Testing; Genetic algorithm; diversity mechanism; exploration; island model;
Conference_Titel :
CAD Systems in Microelectronics, 2009. CADSM 2009. 10th International Conference - The Experience of Designing and Application of
Conference_Location :
Lviv-Polyana
Print_ISBN :
978-966-2191-05-9
