Title :
Adaptive population disappear of genetic algorithm and its application
Author :
Tanggong, Chen ; Youhua, Wang
Author_Institution :
Hebei Univ. of Technol., Tianjin, China
Abstract :
In this work, the adaptive population disappearance algorithm is expounded and its character is discussed, based on an analysis of the reason for the cause of the premature convergence in the genetic algorithm, and, it is enlightened by the phenomenon of mutation and disaster in the biological evolution process. Emulation proved that this algorithm can improve the population´s distribution and enhance the ability of the integer convergence.
Keywords :
adaptive systems; convergence; genetic algorithms; adaptive population disappearance algorithm; biological evolution process; disaster; genetic algorithm premature convergence; integer convergence; mutation; population distribution; population diversity; Algorithm design and analysis; Cities and towns; Convergence; Emulation; Evolution (biology); Genetic algorithms; Genetic mutations; Machine learning; Machine learning algorithms; Robustness;
Conference_Titel :
Computational Electromagnetics and Its Applications, 2004. Proceedings. ICCEA 2004. 2004 3rd International Conference on
Print_ISBN :
0-7803-8562-4
DOI :
10.1109/ICCEA.2004.1459311
