A Comparative Study of Meta-heuristic Algorithms for dynamic vehicle routing problem in order to provide efficiency of transportation systems

Abstract:
Vehicle Routing Problem (VRP) wasone of the mostpopular optimization problems that hadmany usages for productivity and efficiency of transportation systems in recent decades.The Vehicle Routing Problem with Simultaneous pick-up and deliveries (VRP/SPD), which considers simultaneous distribution and collection of goods from/to customers (VRP/SDP/SDC) was a variant of the classical vehicle routing problem where customers require simultaneous pick-up and delivery at their locations to be completed within a specified time. Applications of the SPD and its related variants are commonly come across in every day transportation and optimizing logistic planning. This paper had used Meta-heuristic to this end. The proposed method was applied for solving capacitated vehicle routing problem (CVRP) to improve the distribution efficiency and productivity with an objective of minimizing the total distance covered in each route, while considering the capacity of different routes. This problemwas essentially an NP-Hard in nature, so there was no known optimal solution method with polynomial time. To solve this NP-hard VRP a hybrid genetic based algorithm was developed. The proposed geneticalgorithm was tested on some standardproblem with respect to computational efficiency and solution quality. The presented method was implemented and its performance was further investigated by comparing it against existing heuristics for the same problem. Theresults showed that the success of the proposed approach in handling the difficult problem constraints and devising simple and robust solution mechanisms that can be integrated with routing optimization tools and used in real world applications.
Language:
Persian
Published:
Journal of Productivity Management, Volume:10 Issue: 40, 2017
Pages:
287 to 310
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