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带投资约束P-中位问题的混合蚁群算法
引用本文:李倩,张惠珍,Cesar Beltran-Royo.带投资约束P-中位问题的混合蚁群算法[J].计算机应用研究,2017,34(6).
作者姓名:李倩  张惠珍  Cesar Beltran-Royo
作者单位:上海理工大学管理学院,上海理工大学管理学院,西班牙胡安卡洛斯大学统计与运筹系
基金项目:国家自然科学基金项目(71401106);上海市教育委员会科研创新项目(14YZ090);高等学校博士学科点专项科研基金联合资助课题(20123120120005);沪江基金(A14006);教育部人文社会科学基金项目(16YJA630037)
摘    要:将投资限制引入经典约束p-中位问题,提出带投资的约束P-中位问题,该问题更适用于交通、物流等领域的设施选址。在深入分析带投资约束P-中位问题的数学模型的基础上,首先提出了适用于该问题求解的局部搜索策略;其次,将局部搜索策略与拉格朗日启发式算法和蚁群算法相结合,设计了求解该问题的拉格朗日混合蚁群算法。实验结果表明:带投资的约束P-中位问题能够根据投资金额规划不同的投资方案;且提出的混合蚁群算法较大程度上提高了蚁群算法和拉格朗日启发式算法的求解精度,具有较好的收敛性。

关 键 词:拉格朗日启发式  蚁群算法  局部搜索  约束p-中位问题
收稿时间:2016/4/25 0:00:00
修稿时间:2017/4/9 0:00:00

Hybrid ant colony algorithm for the capacitated p-median problem with investment
LI Qian,ZHANG Hui-zhen and Cesar Beltran-Royo.Hybrid ant colony algorithm for the capacitated p-median problem with investment[J].Application Research of Computers,2017,34(6).
Authors:LI Qian  ZHANG Hui-zhen and Cesar Beltran-Royo
Affiliation:School of management,University of Shanghai for Science and Technology,,Statistics and Operations Research,Rey Juan Carlos University,Madrid,Spain
Abstract:This paper presented a capacitated p-median problem with investment constraint called extended capacitated p-median problem (ECPMP), which is more suitable for facility location areas such as transportation and logistics. Furthermore, this paper firstly developed a local search method based on the properties of its mathematical model. Secondly, this paper proposed a new hybrid ant colony algorithm for the ECPMP by combining the local search method, lagrangian heuristic algorithm and ant colony algorithm. The numerical results not only show that the ECPMP can present different investment plans according to the amount of investment, but also disclose that the hybrid algorithm can perform better than the ant colony algorithm and lagrangian heuristic algorithm in terms of solution precision and rate of convergence.
Keywords:Lagrangian heuristic  ant colony algorithm  local search  capacitated p-median problem
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