期刊文献+
任意字段
题名或关键词
题名
关键词
文摘
作者
第一作者
机构
刊名
分类号
参考文献
作者简介
基金资助
栏目信息

ADAPTIVE GENETIC ALGORITHM BASED ON SIX FUZZY LOGIC CONTROLLERS 被引量：3

基于六模糊控制器的自适应遗传算法(英文)
下载PDF
导出
摘要 The performance of genetic algorithm(GA) is determined by the capability of search and optimization for satisfactory solutions. The new adaptive genetic algorithm(AGA) is built for inducing suitable search and optimization relationship. The use of six fuzzy logic controllers(6FLCs) is proposed for dynamic control genetic operating parameters of a symbolic-coded GA. This paper uses AGA based on 6FLCs to deal with the travelling salesman problem (TSP). Experimental results show that AGA based on 6FLCs is more efficient than a standard GA in solving combinatorial optimization problems similar to TSP. 遗传算法的性能主要取决于算法对满意解的搜索和优化的能力。本文提出的自适应遗传算法可以自动均衡搜索和优化关系。该算法采用六个模糊控制器对符号编码遗传算法的遗传操作实施动态参数控制。对旅行商( TSP)问题的求解结果表明该算法在解决类似于
作者 朱力立 张焕春 经亚枝
机构地区 南京航空航天大学自动化学院
出处 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 2003年第2期230-235,共6页 南京航空航天大学学报（英文版）
关键词 adaptive genetic algorithm fuzzy controller dynamic parameters control TSP 六模糊控制器 自适应遗传算法 旅行商问题 组合优化 动态参数控制
分类号 O157 [理学—基础数学] O242.23 [理学—计算数学]
  • 相关文献

同被引文献44

  • 1F Herrera,M Lozano. Fuzzy Genetic Algorithms:Issues and Models [R].Technical Report, Dept of Computer Science and A I University of Granada, 1871-Granada,Spain, 1999.
  • 2Yougsu Yun ,Mitsuo Gen. Performance analysis of adaptive genetic algorithms with fuzzy logic and heuristics[J].Fuzzy Optimization and Decision Making,2003;2:161～175.
  • 3L M Galantucci,G Percoco&,R Spina. Assembly and disassembly planning by using fuzzy logic &genetic algorithms[J].International Journal of Advanced Robotic Systems, 2004; 1 (2): 67～74.
  • 4Voigt H M.Fuzzy evolutionary algorithms[R].Technical Report tr-92-038,International Computer Science Institute(ICSI),Berkeley,1992.
  • 5F Herrera,M Lozano,JL Verdegay. Fuzzy connectives based crossover operators to model genetic algorithms population diversity[J].Fuzzy Sets and Systems, 1997;92(1 ) :21～30.
  • 6F Herrera,M Lozano. Fuzzy adaptive genetic algorithms:design,taxonomy, and future directions [J].Soft Computing, 2003; 7: 545～562.
  • 7F Herrera, M Lozano. Adaptation of genetic algorithm parameters based on fuzzy logic controllers[C].In:F Herrera & JL.Verdegay eds.Genetic Algorithms and Soft Computing. Physica-Verlag,1996:95～125.
  • 8Yougsu Yun,Mitsuo Gen,Seunglock Seo. Various hybrid methods based on genetic algorithm with fuzzy logic controller[J].Journal of Intelligent Manufacturing, 2003; 14: 401～419.
  • 9F Herrera F,M Lozano. Adaptive control of the mutation probability by fuzzy logic controllers [ C ].In: Schoenauer M, Debk Rudolph G, Yao eds. Parallel Problem Solving from Nature Ⅵ.Berlin: Springer, 2000:335～344.
  • 10Wang P T,Wang G S,Hu Z G. Speeding up the search process of genetic algorithm by fuzzy logic[C].In:Proceeding of the 5th European Congress on Intelligent Techniques and Soft Computing, 1997:665 ～671.

引证文献3

二级引证文献5

Transactions of Nanjing University of Aeronautics and Astronautics
2003年 第2期

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部