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Timetable Synchronization of Mass Rapid Transit System Using Multiobjective Evolutionary Approach

机译:基于多目标进化方法的捷运系统时刻表同步

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Users of mass rapid transit are often required to make transfers between different train lines to reach their destinations. Timetable synchronization minimizes delays during such transfers. This paper formulates a novel measure for timetable synchronization by means of a total passenger dissatisfaction index (TPDI); and the impact of such synchronization on the original unsynchronized timetable is accounted using a total deviation index ( $hbox{TD}_{V}$) that assigns penalties when deviations from the original timetable are incurred. Pareto fronts displaying the relationship between TPDI and $hbox{TD}_{V}$ are generated using the state-of-the-art nondominated sorting genetic algorithm 2 (NSGA 2). To further improve NSGA 2, three schemes---the use of a variant of the NSGA2 with differential evolution, a process we termed “seeding,” and finally a hybrid combination with local search techniques like heuristic hill climbing, tabu search, and simulated annealing---are proposed. Simulation results demonstrate that the “seeded” NSGA2-DE combined with the hill climbing heuristic produce the best results for the application. Solutions from the Pareto fronts are chosen for implementation to describe the different operating regions. A discussion section details the advantages and drawbacks of the proposed schemes.
机译:经常需要大众快速运输的用户在不同的火车线路之间进行换乘以到达目的地。时间表同步可最大程度地减少此类传输过程中的延迟。本文提出了一种通过旅客总不满意指数(TPDI)进行时刻表同步的新措施。并且使用总偏差指数($ hbox {TD} _ {V} $)来说明这种同步对原始未同步时间表的影响,该总偏差指数会在与原始时间表发生偏差时分配罚款。显示TPDI和$ hbox {TD} _ {V} $之间的关系的Pareto前沿是使用最新的非支配排序遗传算法2(NSGA 2)生成的。为了进一步改善NSGA 2,提供了三种方案-使用具有差异演化的NSGA2变体,我们将其称为“播种”过程,最后将其与启发式爬山,禁忌搜索和模拟等本地搜索技术混合使用建议进行退火。仿真结果表明,“种子” NSGA2-DE与爬山试探法相结合可为应用带来最佳效果。选择帕累托方面的解决方案来实施,以描述不同的操作区域。讨论部分详细介绍了所提出方案的优缺点。

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