Decomposition algorithm for the multi-trip single vehicle routing problem with AND-type precedence constraints
This paper addresses a new variant of the multi-trip single vehicle routing problem where the nodes are related to each other through AND-type precedence constraints. The problem aims at determining a sequence of trips to visit all the nodes respecting every precedence constraint within and among th...
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| Vydáno v: | Operational research Ročník 22; číslo 4; s. 4253 - 4285 |
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| Hlavní autoři: | , |
| Médium: | Journal Article |
| Jazyk: | angličtina |
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Berlin/Heidelberg
Springer Berlin Heidelberg
01.09.2022
Springer Nature B.V |
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| ISSN: | 1109-2858, 1866-1505 |
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| Abstract | This paper addresses a new variant of the multi-trip single vehicle routing problem where the nodes are related to each other through AND-type precedence constraints. The problem aims at determining a sequence of trips to visit all the nodes respecting every precedence constraint within and among the routes so to minimize the total traveling cost. Our motivation comes from routing problems where a node may have a set of predecessors (not just single one proposed in the dial-a-ride or pickup and delivery problems) resulting in a set of pairwise relations that specify which customers need to be visited before which other ones. We develop three Mixed Integer Programming models to formulate the problem. The models are experimentally compared to determine the best one. Moreover, a solution approach based on the Logic-Based Benders Decomposition algorithm is developed which allows to decompose the original problem into an assignment master problem and independent sequencing subproblems. A new valid optimality cut is devised to achieve faster convergence. The cut performance is experimentally investigated by comparing with a recently proposed one in the literature. We further relax the algorithm to find the sub-optimal solution and demonstrate its efficiency. Extensive computational experiments are conducted to assess the proposed algorithms in terms of solution quality and CPU time. |
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| AbstractList | This paper addresses a new variant of the multi-trip single vehicle routing problem where the nodes are related to each other through AND-type precedence constraints. The problem aims at determining a sequence of trips to visit all the nodes respecting every precedence constraint within and among the routes so to minimize the total traveling cost. Our motivation comes from routing problems where a node may have a set of predecessors (not just single one proposed in the dial-a-ride or pickup and delivery problems) resulting in a set of pairwise relations that specify which customers need to be visited before which other ones. We develop three Mixed Integer Programming models to formulate the problem. The models are experimentally compared to determine the best one. Moreover, a solution approach based on the Logic-Based Benders Decomposition algorithm is developed which allows to decompose the original problem into an assignment master problem and independent sequencing subproblems. A new valid optimality cut is devised to achieve faster convergence. The cut performance is experimentally investigated by comparing with a recently proposed one in the literature. We further relax the algorithm to find the sub-optimal solution and demonstrate its efficiency. Extensive computational experiments are conducted to assess the proposed algorithms in terms of solution quality and CPU time. |
| Author | Roohnavazfar, Mina Pasandideh, Seyed Hamid Reza |
| Author_xml | – sequence: 1 givenname: Mina surname: Roohnavazfar fullname: Roohnavazfar, Mina organization: Department of Industrial Engineering, Faculty of Engineering, Kharazmi University, Department of Control and Computer Engineering, Politecnico di Torino – sequence: 2 givenname: Seyed Hamid Reza surname: Pasandideh fullname: Pasandideh, Seyed Hamid Reza email: shr_pasandideh@khu.ac.ir organization: Department of Industrial Engineering, Faculty of Engineering, Kharazmi University |
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| Keywords | AND-type precedence constraints Capacitated single vehicle routing problem Logic based benders decomposition algorithm Multiple trips |
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| SubjectTerms | Algorithms Benders decomposition Business and Management Computational Intelligence Integer programming Management Science Mixed integer Nodes Operations Research Operations Research/Decision Theory Optimization Original Paper Precedence constraints Route planning Vehicle routing |
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| Title | Decomposition algorithm for the multi-trip single vehicle routing problem with AND-type precedence constraints |
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