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Dynamic hybrid genetic algorithms based on harmony search.

Authors :
Weiwei Shi
Wei Han
Weichao Si
Source :
2012 7th International Conference on System of Systems Engineering (SoSE); 1/ 1/2012, p58-61, 4p
Publication Year :
2012

Abstract

According to the shortages of simple genetic algorithm (GA) such as prematurity and low convergence speed, this paper firstly introduces the main process of harmony search algorithm (HS).Then based on analyzing the respective characteristic of GA and HS, introduce the HS into GA and a new hybrid algorithm is put forward. In this new algorithm, the harmony of HS and chromosome of GA are appropriately integrated as well as harmony memory and population. Furthermore, aiming at integrating two algorithms more dynamically, six dynamic hybrid genetic algorithms are put forward. The experimental results show the new algorithms are better than the simple genetic algorithm in solution quality, convergence speed and other indicators. It shows that the new dynamic hybrid algorithm are all feasible and effective. [ABSTRACT FROM PUBLISHER]

Details

Language :
English
ISBNs :
9781467329743
Database :
Complementary Index
Journal :
2012 7th International Conference on System of Systems Engineering (SoSE)
Publication Type :
Conference
Accession number :
86734051
Full Text :
https://doi.org/10.1109/SYSoSE.2012.6333424