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

机译:多轨列车调度问题的有效分配算法估计

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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:本文提出了一种有效的分配算法估计(EDA),用于解决多轨列车调度问题(MTTSP)。 EDA的个体表示为火车优先级的排列。使用适当的曲目分配规则,可以将个人解码为可行的时间表。另外,EDA建立了一个概率模型来描述解空间的分布。在每一代中,它都对有希望的区域进行采样以产生新的个体,并用优势种群更新概率模型。此外,基于实验设计方法研究了参数设置的影响,并提出了一组合适的参数值。基于一些实例的仿真结果以及与现有算法的比较证明了EDA的有效性和效率。

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