组合机床与自动化加工技术
組閤機床與自動化加工技術
조합궤상여자동화가공기술
MODULAR MACHINE TOOL & AUTOMATIC MANUFACTURING TECHNIQUE
2014年
12期
150-153
,共4页
柳青红%袁逸萍%李晓娟%孙文磊
柳青紅%袁逸萍%李曉娟%孫文磊
류청홍%원일평%리효연%손문뢰
遗传算法%禁忌搜索算法%作业车间%交叉算子
遺傳算法%禁忌搜索算法%作業車間%交扠算子
유전산법%금기수색산법%작업차간%교차산자
genetic algorithm%tabu search algorithm%job shop%crossover operator
针对传统遗传算法在求解作业车间调度问题时存在的算法收敛速度慢、寻优结果易陷入局部最优等缺点,提出了基于禁忌搜索算法的遗传交叉算子,采用MATLAB7.10编写程序,在pox交叉方法中加入禁忌功能,利用禁忌表对交叉过程重复产生的子代进行有效禁忌,以加快算法的收敛速度,提高算法的全局搜索能力。将提出的改进遗传算法应用于muth and Thompson′s基准问题,显示该算法在收敛速度和求解质量方面的有效性。
針對傳統遺傳算法在求解作業車間調度問題時存在的算法收斂速度慢、尋優結果易陷入跼部最優等缺點,提齣瞭基于禁忌搜索算法的遺傳交扠算子,採用MATLAB7.10編寫程序,在pox交扠方法中加入禁忌功能,利用禁忌錶對交扠過程重複產生的子代進行有效禁忌,以加快算法的收斂速度,提高算法的全跼搜索能力。將提齣的改進遺傳算法應用于muth and Thompson′s基準問題,顯示該算法在收斂速度和求解質量方麵的有效性。
침대전통유전산법재구해작업차간조도문제시존재적산법수렴속도만、심우결과역함입국부최우등결점,제출료기우금기수색산법적유전교차산자,채용MATLAB7.10편사정서,재pox교차방법중가입금기공능,이용금기표대교차과정중복산생적자대진행유효금기,이가쾌산법적수렴속도,제고산법적전국수색능력。장제출적개진유전산법응용우muth and Thompson′s기준문제,현시해산법재수렴속도화구해질량방면적유효성。
Considering slow convergence speed and optimization results easy to fall into local optimum and other shortcomings when traditional genetic algorithm solves job shop scheduling problem, tabu search algo-rithm, based on genetic crossover, is proposed. In order to accelerate the convergence rate and improve the global search capability, write programs by MATLAB7. 10 and join taboo functional in pox cross, it taboos the offspring effectively, produced by the cross-process repeats, by the use of tabu list. applying improved genetic algorithm to Muth and Thompson’ s benchmark problem, we proved that the improved genetic algo-rithm is effective in the convergence speed and the quality of solution.