DocumentCode :
3582943
Title :
Research of a generic design model based on evolutionary algorithms
Author :
Pan, Hao ; Yuan, Jing-ling ; Zhong, Luo
Author_Institution :
Sch. of Comput. Sci. & Technol., Wuhan Univ. of Technol., China
Volume :
5
fYear :
2004
Firstpage :
3135
Abstract :
A generic design model for evolutionary algorithms is proposed in this paper. The model, which was described by UML in details, focuses on the key concepts and mechanisms in evolutionary algorithms. The mode not only achieves separation of concerns and encapsulation of implementations by classification and abstraction of those concepts, but also has a flexible architecture due to tile application of design patterns. As a result, the model is reusable, extendible, easy to understand, easy to use, and easy to test. A large number of experiments applying the model to solve many different problems adequately illustrate the generality and effectiveness of the model.
Keywords :
Unified Modeling Language; evolutionary computation; software prototyping; software reusability; UML; evolutionary algorithms; flexible architecture; generic design model; software design; software reusability; tile model; Algorithm design and analysis; Design optimization; Electronic mail; Encapsulation; Evolutionary computation; Genetic mutations; Software design; Stochastic processes; Tiles; Unified modeling language;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Machine Learning and Cybernetics, 2004. Proceedings of 2004 International Conference on
Print_ISBN :
0-7803-8403-2
Type :
conf
DOI :
10.1109/ICMLC.2004.1378573
Filename :
1378573
Link To Document :
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