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Container Swap Trailer Transportation Routing Problem Based on Genetic Algorithm

机译:基于遗传算法的集装箱交换拖车运输路径问题

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摘要

In swap trailer transportation routing problems, trucks and trailers conduct swap operations at special positions called trailer points. The parallelization of stevedoring and transportation can be achieved by means of these trailer points. This logistics organization mode can be more effective than the others. In this paper, an integer programming model with capacity and time window constraints was established. A repairing strategy is embedded in the genetic algorithm (GA) to solve the model. The repairing strategy is executed after the crossover and mutation operation to eliminate the illegal routes. Furthermore, a parameter self-adaptive adjustment policy is designed to improve the convergence. Then numerical experiments are implemented based on the generated datasets; the performance and robustness of the algorithm parameter self-adaptive adjustment policy are discussed. Finally, the results show that the improved algorithm performs better than elementary GA.
机译:在交换拖车运输路线问题中,卡车和拖车在称为拖车点的特殊位置进行交换操作。装卸和运输的并行化可以通过这些挂车点实现。这种物流组织模式可以比其他模式更有效。本文建立了具有容量和时间窗口约束的整数规划模型。修复策略被嵌入遗传算法(GA)中以求解模型。在交叉和变异操作之后执行修复策略以消除非法路线。此外,设计了参数自适应调整策略以提高收敛性。然后根据生成的数据集进行数值实验。讨论了算法参数自适应调整策略的性能和鲁棒性。最后,结果表明改进算法的性能优于基本遗传算法。

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  • 来源
    《Mathematical Problems in Engineering》 |2018年第2期|6523764.1-6523764.15|共15页
  • 作者单位

    Hefei Univ Technol, Sch Management, Hefei 230009, Anhui, Peoples R China;

    Hefei Univ Technol, Sch Management, Hefei 230009, Anhui, Peoples R China;

    Hefei Univ Technol, Sch Management, Hefei 230009, Anhui, Peoples R China;

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