Title :
Layout design of a satellite module using a human-guided genetic algorithm
Author :
Junzhou, Huo ; Yanjun, Shi ; Hongfei, Teng
Author_Institution :
Key Lab. for Precision & Non-traditional Machining, Minist. of Educ., Dalian
Abstract :
The satellite module layout problem belongs to the constrained multi-objective optimization problem. Taking the layout design of an international commercial communication satellite as a background, a human-guided genetic algorithm for the satellite module layout problem is proposed, in which a new selection strategy is adopted based on the Deb´s constrained-domination principle and the engineering requirements, then in order to combine the respective strengths of human and computers, a heuristic artificial individuals adding rule is proposed to add the artificial individuals into population to operate with the algorithm individuals to guide the whole optimization process. The experimental results show that the human-guided genetic algorithm is superior to the GALib on computational precision, efficiency and stability
Keywords :
genetic algorithms; satellite communication; Deb constrained-domination principle; computational efficiency; computational precision; computational stability; human-guided genetic algorithm; international commercial communication satellite; multiobjective optimization problem; satellite module layout design; Algorithm design and analysis; Constraint optimization; Design engineering; Educational technology; Evolutionary computation; Genetic algorithms; Humans; Maintenance engineering; Mechanical engineering; Satellites;
Conference_Titel :
Computational Intelligence and Security, 2006 International Conference on
Conference_Location :
Guangzhou
Print_ISBN :
1-4244-0605-6
Electronic_ISBN :
1-4244-0605-6
DOI :
10.1109/ICCIAS.2006.294127