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NSGA-II IMPROVEMENT-BASED FIELD BRIDGE SCHEDULING METHOD

机译:基于NSGA-II改进的现场桥调度方法

摘要

An NSGA-II improvement-based field bridge scheduling method. In the method, improvements are primarily made to a congestion degree calculation method and elite range control based on an NSGA-II, and an improved NSGA-II algorithm is obtained by introducing a congestion degree calculation method and an elite range containing more individual information. The improved NSGA-II algorithm is then applied to field bridge scheduling of a container storage yard, such that the operating completion time for containers in the storage yard and field bridge transition time can be reduced. Experiments are carried out on four test functions for the improved NSGA-II algorithm and the NSGA-II and NSGA-II+IMP algorithms, and the experiment results indicate that a Pareto solution set of the improved NSGA-II has better distributivity and convergence, thereby better maintaining the population diversity.
机译:基于NSGA-II改进的现场桥调度方法。在该方法中,主要对基于NSGA-II的拥塞度计算方法和精英范围控制进行了改进,并且通过引入拥塞度计算方法和包含更多个体信息的精英范围而获得了改进的NSGA-II算法。然后将改进的NSGA-II算法应用于集装箱堆场的现场桥调度,从而可以减少集装箱堆场中集装箱的作业完成时间和现场桥过渡时间。对改进的NSGA-II算法,NSGA-II和NSGA-II + IMP算法的四个测试函数进行了实验,实验结果表明,改进的NSGA-II的Pareto解集具有更好的分布性和收敛性,从而更好地保持人口多样性。

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