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State Space Reduced Dynamic Programming for the Aircraft Sequencing Problem with Constrained Position Shifting

机译:约束位置偏移的飞机排序问题的状态空间缩减动态规划

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In this paper we present state space reduction techniques for a dynamic programming algorithm applied to the Aircraft Sequencing Problem (ASP) with Constrained Position Shifting (CPS). We consider the classical version of the ASP, which calls for determining the order in which a given set of aircraft should be assigned to a runway at an airport, subject to minimum separations in time between consecutive aircraft, in order to minimize the sum of the weighted deviations from the scheduled arrival/departure times of the aircraft. The focus of the paper is on a number of ways of improving the computation times of the dynamic programming algorithm proposed. This is achieved by using heuristic upper bounds and a completion lower bound in order to reduce the state space in the dynamic programming algorithm. We compare our algorithm to an approach based on mixed integer linear programming, which was adapted from the literature for the case of CPS. We show using real-world air traffic instances from the Milan Linate Airport that the dynamic programming algorithm significantly outperforms the MILP. Furthermore, we show that the proposed algorithm is capable of solving very large instances in short computation times, and that it is suitable for use in a real-time setting.
机译:在本文中,我们提出了一种状态动态规划算法的状态空间缩减技术,该算法适用于带有约束位置偏移(CPS)的飞机排序问题(ASP)。我们考虑ASP的经典版本,该版本要求确定将给定飞机集分配给机场跑道的顺序,但要以连续飞机之间的最小时间间隔为限,以使飞机总和最小化。与飞机计划的到达/离开时间的加权偏差。本文的重点是改善所提出的动态规划算法的计算时间的多种方法。这是通过使用启发式上限和完成下限来实现的,以减少动态编程算法中的状态空间。我们将我们的算法与基于混合整数线性规划的方法进行了比较,该方法是针对CPS的情况从文献中改编而来的。我们使用米兰利纳特机场的现实世界空中交通实例显示,动态编程算法明显优于MILP。此外,我们证明了所提出的算法能够在较短的计算时间内解决非常大的实例,并且适用于实时设置。

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