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The Application of Cuckoo Search Algorithm in the Path Planning of Logistics Vehicles with Time Windows

机译:Cuckoo搜索算法在Lime Windows路径规划中的应用

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The vehicle routing problems (VRP) in logistics distribution has far-reaching significance to logistics companies in reducing transportation costs and improving service quality and efficiency. A lot of research has been devoted to solve VRP. However, in practical applications, with the increase of constraints and optimization objectives, the dimension and difficulty of the problem increase exponentially, which will lead to a dramatic increase in the complexity of the algorithm and a decrease in performance. Therefore, a more efficient and simple algorithm is needed. Cuckoo Search Algorithm (CSA) is a new meta-heuristic algorithm proposed in 2009 with good global search capability and robustness, containing few parameters which has been validated to solve many optimization problems effectively. Therefore, this paper applies the CSA to solve the path planning problem of logistics vehicles, builds a vehicle routing problem with time windows (VRPTW) model, and validates that the CSA can effectively solve this optimization problem in an acceptable time by simulation.
机译:物流分配中的车辆路由问题(VRP)对物流公司降低运输成本和提高服务质量和效率的重要性。很多研究都致力于解决VRP。然而,在实际应用中,随着限制和优化目标的增加,问题的维度和难度呈指数增加,这将导致算法的复杂性的显着增加和性能降低。因此,需要更有效和更简单的算法。 Cuckoo搜索算法(CSA)是2009年提出的新的元启发式算法,具有良好的全球搜索能力和鲁棒性,其中包含少数参数,该参数已经有效地解决了许多优化问题。因此,本文应用CSA解决物流车辆的路径规划问题,用时间窗口(VRPTW)模型构建车辆路由问题,并验证CSA可以通过模拟在可接受的时间内有效地解决该优化问题。

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