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Integrated Ant Colony and Tabu Search approach for time dependent vehicle routing problems with simultaneous pickup and delivery
Zhang, Tao1; Chaovalitwongse, W. Art2,3; Zhang, Yuejie4
刊名JOURNAL OF COMBINATORIAL OPTIMIZATION
2014-07
卷号28期号:1页码:288-309
关键词Reverse logistics Time dependent vehicle routing problem VRP with simultaneous pick-ups and deliveries (VRPSPD) Ant Colony System Tabu Search algorithm
ISSN号1382-6905
DOI10.1007/s10878-014-9741-1
英文摘要Today manufacturers have become much more concerned with the coordination of both manufacturing (of new products) and recycling (of reusable resources) operations. This requires simultaneous scheduling of both forward and reverse flows of goods over a supply chain network. This paper studies time dependent vehicle routing problems with simultaneous pickup and delivery (TD-VRPSPD). We formulate this problem as a mixed integer programming model, where the time step function is used to calculate the travel time. To efficiently solve this complex problem, we develop a hybrid algorithm that integrates both Ant Colony System (ACS) and Tabu Search (TS) algorithms. Our algorithm uses the pheromones, travel time and vehicle residual loading capacity as a factor structure according to the characteristics of TD-VRPSPD. In our computational experiments, 56 groups of benchmark instances are used to evaluate the performance of our hybrid algorithm. In addition, we compare the performance of our hybrid algorithm with those of individual ACS and TS algorithms. The computational results suggest that our hybrid algorithm outperform stand-alone ACS and the TS algorithms.
WOS研究方向Computer Science ; Mathematics
语种英语
出版者SPRINGER
WOS记录号WOS:000337042900015
内容类型期刊论文
源URL[http://10.2.47.112/handle/2XS4QKH4/1734]  
专题上海财经大学
通讯作者Zhang, Yuejie
作者单位1.Shanghai Univ Finance & Econ, Sch Informat Management & Engn, Shanghai 200433, Peoples R China;
2.Univ Washington, Dept Ind & Syst Engn, Seattle, WA 98195 USA;
3.Univ Washington, Dept Radiol, Seattle, WA 98195 USA;
4.Fudan Univ, Sch Comp Sci, Key Lab Intelligent Informat Proc, Shanghai 200433, Peoples R China
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GB/T 7714
Zhang, Tao,Chaovalitwongse, W. Art,Zhang, Yuejie. Integrated Ant Colony and Tabu Search approach for time dependent vehicle routing problems with simultaneous pickup and delivery[J]. JOURNAL OF COMBINATORIAL OPTIMIZATION,2014,28(1):288-309.
APA Zhang, Tao,Chaovalitwongse, W. Art,&Zhang, Yuejie.(2014).Integrated Ant Colony and Tabu Search approach for time dependent vehicle routing problems with simultaneous pickup and delivery.JOURNAL OF COMBINATORIAL OPTIMIZATION,28(1),288-309.
MLA Zhang, Tao,et al."Integrated Ant Colony and Tabu Search approach for time dependent vehicle routing problems with simultaneous pickup and delivery".JOURNAL OF COMBINATORIAL OPTIMIZATION 28.1(2014):288-309.
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