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An Optimization Approach to Airline Integrated Recovery

机译:航空综合恢复的优化方法

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摘要

Although the airline industry has benefited from advancements made in computational and operational research methods, most implementations arise from the frictionless environment of the planning stage. Because 22% of all flights have been delayed and 3% have been cancelled in the United States since 2001, schedule perturbations are inevitable. The complexity of the operational environment is exacerbated by the need for obtaining a solution in as close to real-time as possible. Given some time horizon, the recovery process seeks to repair the flight schedule, aircraft rotations, crew schedule, and passenger itineraries in a tractable manner. Each component individually can be difficult to solve, so early research on irregular operations has studied these problems in isolation, leading to a sequential process by which the recovery process is conducted. Recent work has integrated a subset of these four components, usually abstracting from crew recovery. We present an optimization-based approach to solve the fully integrated airline recovery problem. After our solution methodology is presented, it is tested using data from an actual U.S. carrier with a dense hub-and-spoke network using a single-day horizon. It is shown that in several instances an integrated solution is delivered in a reasonable runtime. Moreover, we show the integrated approach can substantially improve the solution quality over the incumbent sequential approach. To the best of our knowledge, we are the first to present computational results on the fully integrated problem.
机译:尽管航空业已从计算和运筹学方法的进步中受益,但大多数实现是从计划阶段的无摩擦环境中产生的。自2001年以来,由于22%的航班已被延误,而3%的航班已被取消,因此航班时刻表的扰动是不可避免的。需要尽可能接近实时的解决方案加剧了操作环境的复杂性。在一定的时间范围内,恢复过程将设法以易于处理的方式修复飞行时间表,飞机旋转,机组人员时间表和乘客的行程。每个组件可能很难解决,因此对不规则操作的早期研究已单独研究了这些问题,从而导致了执行恢复过程的顺序过程。最近的工作已经整合了这四个部分的子集,通常是从机组恢复中提取的。我们提出一种基于优化的方法来解决完全集成的航空公司恢复问题。提出我们的解决方案方法后,将使用来自实际美国承运商的数据进行测试,该数据具有密集的中心辐射状网络,且使用的是一天的时间。结果表明,在某些情况下,可以在合理的运行时间内交付集成解决方案。此外,我们显示,与现有的顺序方法相比,集成方法可以大大提高解决方案的质量。据我们所知,我们是第一个展示完全集成问题的计算结果的人。

著录项

  • 来源
    《Transportation Science》 |2012年第4期|482-500|共19页
  • 作者单位

    H. Milton Stewart School of Industrial and Systems Engineering, Georgia Institute of Technology, Atlanta, Georgia 30332;

    H. Milton Stewart School of Industrial and Systems Engineering, Georgia Institute of Technology, Atlanta, Georgia 30332;

    The Daniel Guggenheim School of Aerospace Engineering, Georgia Institute of Technology, Atlanta, Georgia 30332;

    H. Milton Stewart School of Industrial and Systems Engineering, Georgia Institute of Technology, Atlanta, Georgia 30332;

    Sabre Holdings Research, Southlake, Texas 76092;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    irregular operations; airline recovery; integrated recovery;

    机译:不规则操作;航空恢复;综合恢复;

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