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A stochastic 0-1 program based approach for the air traffic flow management problem

机译:基于随机0-1程序的空中交通流量管理方法

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摘要

We present a model and a robust algorithmic framework for the Air Traffic Flow Management Problem (TFMP) under uncertainty in airport arrival and departure and airspace capacity due to weather conditions. For this purpose we use the state-of-the-art 0-1 deterministic model due to Bertsimas and Stock. We present two 0-1 versions of the stochastic model, depending upon the type of recourse policy to use. A multistage scenario analysis approach based on a simple and full recourse scheme is used. The air traffic scheduling can be implemented for a given set of initial time periods in the full recourse environment and the solution for the other periods does not need to be anticipated and, then, it depends on the scenario to occur. We present a Fix-and-Relax approach to solve the very large-scale 0-1 deterministic equivalent model. Computational results are presented by comparing the deterministic approach (where the stochasticity of the uncertain parameters reduced to their average) with the recourse based schemes; the optimality gap is within 0.25% of the LP optimal solution for most of the cases with dozens of thousands of constraints and variables.
机译:我们针对由于天气情况导致的机场起降和空域容量不确定性下的空中交通流量管理问题(TFMP),提出了一个模型和一个健壮的算法框架。为此,由于Bertsimas和Stock,我们使用了最新的0-1确定性模型。根据所使用的追索政策的类型,我们提出了两种0-1版本的随机模型。使用了基于简单和完整追索权方案的多阶段方案分析方法。可以在整个追索权环境中针对给定的一组初始时间段实施空中交通调度,而无需预期其他时间段的解决方案,因此这取决于要发生的情况。我们提出一种“修复并放松”方法来解决非常大规模的0-1确定性等效模型。通过将确定性方法(不确定性参数的随机性降低到其平均值)与基于资源的方案进行比较,得出计算结果。对于具有成千上万个约束和变量的大多数情况,最佳差距在LP最佳解决方案的0.25%以内。

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