Optimal Traffic Flow Scheduling Using High-Performance Computing

P. Sengupta, J. Kwan, P. Menon
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引用次数: 6

Abstract

Algorithms for the end-to-end optimized scheduling of aircraft to enhance the efficiency of the National Airspace System are developed. For a given set of flights and desired departing schedules, routes are constructed and unimpeded four-dimensional trajectories are simulated. These trajectories serve as an input to a linear-programming-based approach, and they result in optimized schedules that are deconflicted while assuring adherence to the system capacity constraints. For a large number of flights, the computational effort is formidable and optimization coupled with the Dantzig–Wolfe decomposition technique has been found to be a suitable approach. Techniques for accelerating the decomposition and solver on emerging high-performance computing hardware are discussed. A multithreaded central-processing-unit implementation and a novel implementation on general-purpose graphics processing units show acceleration over a state-of-the-art open-source decomposition-based solver. The acceleration observed can ...
基于高性能计算的最优交通流调度
为提高国家空域系统的效率,提出了端到端优化飞机调度算法。对于给定的一组航班和期望的出发时间表,构建路线并模拟无阻碍的四维轨迹。这些轨迹作为基于线性规划的方法的输入,它们产生优化的时间表,在确保遵守系统容量约束的同时消除冲突。对于大量的飞行,计算量是巨大的,优化与dantzigg - wolfe分解技术相结合是一种合适的方法。讨论了在新兴高性能计算硬件上加速分解和求解的技术。多线程中央处理单元实现和通用图形处理单元上的新实现显示了优于最先进的基于开源分解的求解器的加速。观测到的加速度可以…
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