A hybrid meta-heuristic for multi-objective vehicle routing problems with time windows
نویسندگان
چکیده
The Capacitated Vehicle Routing Problem with Time Windows is an important combinatorial optimization problem consisting in the determination of the set of routes of minimum distance to deliver goods, using a fleet of identical vehicles with restricted capacity, so that vehicles must visit cus tomers within a time frame. A large number of algorithms have been proposed to solve single-objective formulations of this problem, including meta-heuristic app roaches, which provide high quality solutions in reasonable runtime s. Nevertheless, in recent years some authors have analyzed multi-objective variants that consider additional objectives to the distance travelled. This paper considers not only the minim um distance required to deliver goods, but also the workload imbalance in terms of the distances travelled by the used vehicles and their loads. Thus, MMOEASA, a Pareto-based hybrid algorithm that combines evolutionary comp utation and simulated annealing, is here proposed and analyzed for solving these multi-objective formulations of the VRPTW. The results obtained when solving a subset of Solomon’s benchmark problems show the good performance of this hybrid approach. 2013 Elsevier Ltd. All rights reserved.
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عنوان ژورنال:
- Computers & Industrial Engineering
دوره 65 شماره
صفحات -
تاریخ انتشار 2013