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An Effective Estimation of Distribution Algorithm for Multi-track Train Scheduling Problem

机译:多轨道列车调度问题的有效估计

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In this paper, an effective estimation of distribution algorithm (EDA) is presented for solving the multi-track train scheduling problem (MTTSP). The individual of the EDA is represented as the permutation of train priority. With a proper track assignment rule, the individual is decoded into feasible schedule. In addition, the EDA builds a probability model for describing the distribution of the solution space. In every generation, it samples the promising region for generating new individuals and updates the probability model with the superior population. Moreover, the influence of parameter setting is investigated based on design-of-experiment method and a set of suitable parameter values is suggested. Simulation results based on some instances and comparisons with the existing algorithm demonstrate the effectiveness and efficiency of the EDA.
机译:本文介绍了用于解决多轨列车调度问题(MTTSP)的分发算法(EDA)的有效估计。 EDA的个体表示为火车优先级的置换。通过适当的轨道分配规则,个人被解码为可行的时间表。此外,EDA构建了用于描述解决方案空间分布的概率模型。在每一代中,它采样有希望的区域,用于生成新的个人并更新具有优越群体的概率模型。此外,基于实验设计方法研究了参数设定的影响,并提出了一组合适的参数值。基于一些实例和与现有算法的比较的仿真结果证明了EDA的有效性和效率。

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