Research on Heterogenous Fleet Dynamic Vehicle Rounting Problem Based on Memetic Algorithm

Wang Rui, Guo Ning
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Abstract

For the problem of heterogenous fleet dynamic vehicle rounting, a memetic algorithm was proposed to optimize the minimum vehicle number and transportation cost. In order to improve the global exploration ability of the algorithm, an improved distribution estimation algorithm is used in the pre-optimization phase of global search, Quantum genetic algorithm is used in real - time optimization. The client node reset and 2-opt algorithm are adopted to enhance the local search ability of the algorithm. Finally, the validity of the algorithm is verified by simulation experiments.
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基于模因算法的异构车队动态车辆调度问题研究
针对异构车队动态轮询问题,提出了一种模因算法来优化最小车辆数量和运输成本。为了提高算法的全局搜索能力,在全局搜索的预优化阶段采用改进的分布估计算法,在实时优化阶段采用量子遗传算法。采用客户端节点重置和2-opt算法增强了算法的局部搜索能力。最后,通过仿真实验验证了算法的有效性。
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