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带时间窗的车辆路由问题的改进遗传算法
引用本文:孙曦,蔡临宁.带时间窗的车辆路由问题的改进遗传算法[J].工业工程与管理,2007,12(3):16-20.
作者姓名:孙曦  蔡临宁
作者单位:清华大学,工业工程系,北京,100084
摘    要:提出了一种改进的遗传算法,使用了一种新的染色体编码方式,和与之对应的启发式交叉算子,同时采取了竞争选择的淘汰机制,通过对Solomon提出的100个点的标准算例的计算验证,证明了该算法能够很好地解决各类带时间窗的车辆路由问题,通过和混和遗传算法的比较,证明了该算法在计算时间、收敛速度上都有大的优势.该算法计算得到的解在总行驶距离相差不大的情况下使用车辆数较少.

关 键 词:遗传算法  染色体编码  交叉算子  时间窗
文章编号:1007-5429(2007)03-0016-05
修稿时间:2006-06-052006-08-05

An Improved Genetic Algorithm(GA) for Vehicle Routing Problem with Time Windows
SUN Xi,CAI Lin-ning.An Improved Genetic Algorithm(GA) for Vehicle Routing Problem with Time Windows[J].Industrial Engineering and Management,2007,12(3):16-20.
Authors:SUN Xi  CAI Lin-ning
Affiliation:Department of Industrial Engineering, Tsinghua University, Beijing 100084, China
Abstract:An improved GA for vehicle routing problem with time windows was presented in this paper.A new kind of chromosome coding and the new crossover operator corresponding to it were applied,with the tournament selection.The new GA was checked by the Solomon's 100-customer instances.Through the comparison with the hybrid genetic algorithm,not only was it proved to be a valid method to solve the vehicle routing problem with time windows,but also had better performance in computing time and speed of convergence.The solutions computed by the improved GA have total moving distance close to the hybrid genetic algorithm,but at the same time use less vehicles.
Keywords:genetic algorithm  code of chromosome  crossover operator  time windows
本文献已被 CNKI 维普 万方数据 等数据库收录!
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