Authors: | Stanimirović, Zorica Stakić, Đorđe Davidović, Tatjana Anokić, Ana |
Title: | General Variable Neighborhood Search for Scheduling Heterogeneous Vehicles in Agriculture | Journal: | Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) | Volume: | 11328 LNCS | First page: | 125 | Last page: | 140 | Conference: | 6th International Conference on Variable Neighborhood Search, ICVNS 2018; Sithonia; Greece; 4 October 2018 through 7 October 2018 | Issue Date: | 1-Jan-2019 | ISBN: | 978-3-030-15842-2 | ISSN: | 0302-9743 | DOI: | 10.1007/978-3-030-15843-9_11 | Abstract: | A new variant of Vehicle Scheduling Problem (VSP), denoted as Vehicle Scheduling Problem with Heterogeneous Vehicles (VSP-HV), which arises from optimizing the sugar beet transportation in a sugar factory in Serbia is introduced. The objective of the considered VSP-HV is to minimize the time required for daily transportation of sugar beet by heterogeneous vehicles under problem-specific constraints. General Variable Neighborhood Search (GVNS) is designed as a solution method for the considered problem. A computational study is conducted on the set of real-life instances, as well as on the set of generated instances of larger dimensions. A Mixed Integer Quadratically Constraint Programming (MIQCP) model is developed and used within commercial Lingo 17 solver to obtain optimal or feasible solutions for small-size real-life problem instances. Experimental results show that the proposed GVNS quickly reaches all known optimal solutions or improves the upper bounds of feasible solutions on small-size instances. On larger problem instances, for which Lingo 17 could not find feasible solutions, GVNS provided its best solutions for limited CPU time. |
Keywords: | Vehicle scheduling problem | Heterogeneous vehicles | Single depot | Transportation in agriculture | Variable neighborhood search | Publisher: | Springer Link | Project: | Graph theory and mathematical programming with applications in chemistry and computer science Mathematical Modelas and Optimization Methods on Large-Scale Systems |
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