A hybrid bat algorithm to solve the capacitated vehicle routing problem

S. Kassem, L. Korayem, M. Khorshid, A. Tharwat
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引用次数: 9

Abstract

The vehicle routing problem (VRP) is one of the important problems that has been examined extensively over the past decades. The problem holds a central position within the fields of transportation logistics and supply chain management. Due to the NP-hard nature of the problem, many researchers have developed several heuristics and metaheuristics to solve the problem. This research proposes a hybrid bat algorithm to solve the VRP. The algorithm employs the Bat algorithm hybridized with a modified kmeans algorithm. The proposed solution technique adopts the methodology of cluster first route second to decompose the original VRP into traveling sales man problems (TSPs) with reduced complexity. Benchmark test instances from the literature are used to prove the efficiency of the proposed hybrid algorithm.
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一种求解有能力车辆路径问题的混合蝙蝠算法
车辆路径问题(VRP)是近几十年来被广泛研究的重要问题之一。这个问题在运输物流和供应链管理领域占有中心地位。由于该问题的NP-hard性质,许多研究人员开发了几种启发式和元启发式来解决该问题。本研究提出一种混合蝙蝠算法来解决VRP问题。该算法将Bat算法与改进的kmeans算法相结合。该方法采用集群优先路由第二的方法,将原VRP分解为复杂度较低的旅行销售人员问题(tsp)。利用文献中的基准测试实例验证了所提混合算法的有效性。
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