Two-layer simulated annealing and tabu search heuristics for a vehicle routing problem with cross docks and split deliveries. (October 2017)
- Record Type:
- Journal Article
- Title:
- Two-layer simulated annealing and tabu search heuristics for a vehicle routing problem with cross docks and split deliveries. (October 2017)
- Main Title:
- Two-layer simulated annealing and tabu search heuristics for a vehicle routing problem with cross docks and split deliveries
- Authors:
- Wang, Junling
Ranganathan Jagannathan, Arun Kumar
Zuo, Xingquan
Murray, Chase C. - Abstract:
- Graphical abstract: Highlights: A new vehicle routing problem with cross docks and split deliveries is proposed. A mixed-integer linear programming formulation is established for this problem. A two-layer simulated annealing (tabu search) algorithm is proposed for this problem. The methodology is applied to problem instances and compared against CPLEX. Abstract: Cross docking plays an increasingly important role in improving the efficiency of large-scale distribution networks. Unlike traditional warehouses, cross docks hold little or no inventory. Instead, goods from incoming trucks are unloaded and immediately transferred through the cross dock to outgoing trucks. Thus, cross docks serve to reduce inventory holding costs and shorten lead times from suppliers to retailers. However, to fully realize these benefits, trucks must be effectively coordinated at each cross dock. Such coordination brings a challenging extension to vehicle routing problems. In this paper a new vehicle routing problem with cross docks and split deliveries is proposed. A mixed-integer linear programming formulation is established for this problem, along with solution methodologies combining a constructive heuristic with two-layer simulated annealing and tabu search. The constructive heuristic creates a solution which is further improved by two-layer variants of simulated annealing or tabu search. The first layer optimizes the allocation of trucks to cross docks while the second layer optimizes theGraphical abstract: Highlights: A new vehicle routing problem with cross docks and split deliveries is proposed. A mixed-integer linear programming formulation is established for this problem. A two-layer simulated annealing (tabu search) algorithm is proposed for this problem. The methodology is applied to problem instances and compared against CPLEX. Abstract: Cross docking plays an increasingly important role in improving the efficiency of large-scale distribution networks. Unlike traditional warehouses, cross docks hold little or no inventory. Instead, goods from incoming trucks are unloaded and immediately transferred through the cross dock to outgoing trucks. Thus, cross docks serve to reduce inventory holding costs and shorten lead times from suppliers to retailers. However, to fully realize these benefits, trucks must be effectively coordinated at each cross dock. Such coordination brings a challenging extension to vehicle routing problems. In this paper a new vehicle routing problem with cross docks and split deliveries is proposed. A mixed-integer linear programming formulation is established for this problem, along with solution methodologies combining a constructive heuristic with two-layer simulated annealing and tabu search. The constructive heuristic creates a solution which is further improved by two-layer variants of simulated annealing or tabu search. The first layer optimizes the allocation of trucks to cross docks while the second layer optimizes the visitation order to suppliers and retailers for trucks assigned to each cross dock. Experimental results demonstrate that the proposed approach effectively solves large-size problems within a reasonable computational time. … (more)
- Is Part Of:
- Computers & industrial engineering. Volume 112(2017)
- Journal:
- Computers & industrial engineering
- Issue:
- Volume 112(2017)
- Issue Display:
- Volume 112, Issue 2017 (2017)
- Year:
- 2017
- Volume:
- 112
- Issue:
- 2017
- Issue Sort Value:
- 2017-0112-2017-0000
- Page Start:
- 84
- Page End:
- 98
- Publication Date:
- 2017-10
- Subjects:
- Vehicle routing problem -- Cross docks -- Integer programming -- Simulated annealing -- Tabu search
Engineering -- Data processing -- Periodicals
Industrial engineering -- Periodicals
620.00285 - Journal URLs:
- http://www.sciencedirect.com/science/journal/03608352 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.cie.2017.07.031 ↗
- Languages:
- English
- ISSNs:
- 0360-8352
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3394.713000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
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