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基于交叉熵法解决随机用户和需求车辆路径问题
引用本文:娄山佐,史忠科.基于交叉熵法解决随机用户和需求车辆路径问题[J].控制与决策,2007,22(1):7-10.
作者姓名:娄山佐  史忠科
作者单位:西北工业大学,自动化学院,西安,710072
基金项目:国家自然科学基金重点项目(60134010)
摘    要:提出一种解决随机用户和需求车辆路径问题(VRPSCD)的方法.针对目标函数的复杂性.设计一种基干Monte-Carlo抽样求解路径期望费用的有效方法;为提高标准交叉熵(CE)法性能,针对用于更新Markov转移矩阵关键路径,根据分位值改变大小,设计了自适应调整方法.计算结果验证了采用该方法解决此问题的鲁棒性和有效性.

关 键 词:车辆路径  随机规划  交叉熵法  自适应
文章编号:1001-0920(2007)01-0007-04
收稿时间:2005-10-18
修稿时间:2005-10-182006-03-22

Vehicle routing problem with stochastic customers and demands based on the cross-entropy method
LOU Shan-zuo,SHI Zhong-ke.Vehicle routing problem with stochastic customers and demands based on the cross-entropy method[J].Control and Decision,2007,22(1):7-10.
Authors:LOU Shan-zuo  SHI Zhong-ke
Abstract:A method is proposed to the vehicle routing problem with stochastic customers and demands. Due to the complexity of its objective function, an effective algorithm is designed to obtain the expected cost of routes by using Monte-Carlo sampling. In order to improve the performance of standard cross-entropy method, an adaptive adjustment scheme is developed for the crucial routes used to update Markov transition matrix in terms of the improvement level of quintiles. Computational results show the robustness and the validity of the proposed approach for solving such problems.
Keywords:Vehicle routin Stochastic programming Cross-entropy method Adaptive
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