交通拥堵情况下的多温共配车辆路径优化

被引:11
作者
徐梅
陈淮莉
机构
[1] 上海海事大学物流科学与工程研究院
关键词
多温共配; 交通拥堵; 车辆路径优化; 软时间窗; 粒子群算法;
D O I
暂无
中图分类号
TP18 [人工智能理论]; U492.22 [];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ; 082302 ; 082303 ;
摘要
针对实际配送过程中,经常会出现由于交通事故、上下班高峰期以及交通限流等因素导致的交通拥堵情况,为保证多温共配路径优化结果能更符合实际情况,提出了一种基于交通拥堵的多温共配优化模型,相较于传统的多温共配的路径优化模型,该模型更符合实际的运输情况.由于路径优化问题属于NP难问题,故采用随机自适应遗传算法进行求解,求出在总成本最优的情况下使路径最短、总成本最少的最佳配送路径.通过对比遗传算法和用Cplex求解,发现两者结果接近,且算法更为快速,更加适合大规模求解.算例分析结果表明:考虑了拥堵情况的路径优化,相较于没有考虑拥堵情况的路径优化,运输成本下降了16.74%.
引用
收藏
页码:152 / 158
页数:7
相关论文
共 13 条
[1]   Vehicle selection for a multi-compartment vehicle routing problem [J].
Ostermeier, Manuel ;
Huebner, Alexander .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2018, 269 (02) :682-694
[2]  
Cold supply chain logistics: System optimization for real-time rerouting transportation solutions.[J].Sobhi Mejjaouli;Radu F. Babiceanu.Computers in Industry.2018,
[3]  
A hybrid metaheuristic algorithm for heterogeneous vehicle routing problem with simultaneous pickup and delivery.[J].Mustafa Avci;Seyda Topaloglu.Expert Systems With Applications.2016,
[4]  
A heuristic approach and a tabu search for the heterogeneous multi-type fleet vehicle routing problem with time windows and an incompatible loading constraint.[J].Zheng Wang;Ying Li;Xiangpei Hu.Computers & Industrial Engineering.2015,
[5]   An ILS-based algorithm to solve a large-scale real heterogeneous fleet VRP with multi-trips and docking constraints [J].
Coelho, V. N. ;
Grasas, A. ;
Ramalhinho, H. ;
Coelho, I. M. ;
Souza, M. J. F. ;
Cruz, R. C. .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2016, 250 (02) :367-376
[6]   Lot sizing versus batching in the production and distribution planning of perishable goods [J].
Amorim, P. ;
Belo-Filho, M. A. F. ;
Toledo, F. M. B. ;
Almeder, C. ;
Almada-Lobo, B. .
INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 2013, 146 (01) :208-218
[7]   Artificial Immune System-based algorithm for vehicle routing problem with time window constraint for the delivery of agri-fresh produce [J].
Shukla, Manish ;
Jharkharia, Sanjay .
JOURNAL OF DECISION SYSTEMS, 2013, 22 (03) :224-247
[8]  
A vehicle routing algorithm for the distribution of fresh vegetables and similar perishable food.[J].Ana Osvald;Lidija Zadnik Stirn.Journal of Food Engineering.2007, 2
[9]  
A goal programming approach to vehicle routing problems with soft time windows.[J].Herminia I. Calvete;Carmen Galé;María-José Oliveros;Belén Sánchez-Valverde.European Journal of Operational Research.2005, 3
[10]   基于遗传算法的蓄冷式冷品多温共配成本优化 [J].
李宇慧 ;
郑国华 ;
曹靖 .
铁道科学与工程学报, 2017, 14 (04) :879-884