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A simulation scenario based mixed integer programming approach to airline reserve crew scheduling under uncertainty

机译:基于模拟场景的混合整数规划方法在航空公司预备人员调度中的不确定性

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摘要

The environment in which airlines operate is uncertain for many reasons, for example due to the effects of weather, traffic or crew unavailability (due to delay or sickness). This work focuses on airline reserve crew scheduling under crew absence uncertainty and delay for an airline operating a single hub and spoke network. Reserve crew can be used to cover absent crew or delayed connecting crew. A fixed number of reserve crew are available for scheduling and each requires a daily standby duty start time. This work proposes a mixed integer programming approach to scheduling the airline’s reserve crew. A simulation of the airline’s operations with stochastic journey time and crew absence inputs (without reserve crew) is used to generate input disruption scenarios for the mixed integer programming simulation scenario model (MIPSSM) formulation. Each disruption scenario corresponds to a record of all of the disruptions that may occur on the day of operation which are solvable by using reserve crew. A set of disruption scenarios form the input of the MIPSSM formulation, which has the objective of finding the reserve crew schedule that minimises the overall level of disruption over the set of input scenarios. Additionally, modifications of the MIPSSM are explored, a heuristic solution approach and a reserve use policy derived from the MIPSSM are introduced. A heuristic based on the proposed MIPSSM outperforms a range of alternative approaches. The heuristic solution approach suggests that including the right disruption scenarios is as important as the quantity of disruption scenarios that are added to the MIPSSM. An investigation into what makes a good set of scenarios is also presented.
机译:由于许多原因,例如由于天气,交通或机组人员不可用(由于延误或生病)的影响,航空公司运营的环境是不确定的。这项工作的重点是在操作人员缺乏不确定性和延误的情况下,对运营单一集线器和轮辐网络的航空公司进行航空后备机组调度。后备人员可以用来掩盖缺席的人员或延误的接班人员。可以使用固定数量的后备人员进行调度,每个后备人员都需要每天等待值勤的开始时间。这项工作提出了一种混合整数编程方法来安排航空公司的后备人员。利用随机旅程时间和机组人员缺勤输入(无后勤人员)对航空公司的运营进行模拟,以生成用于混合整数规划模拟方案模型(MIPSSM)公式的输入中断方案。每个中断方案都对应于操作日可能发生的所有中断记录,这些记录可以通过使用后备人员来解决。一组干扰情景构成了MIPSSM公式的输入,其目的是找到预备人员时间表,以最大程度地减少该组输入情景中的整体干扰水平。此外,还对MIPSSM进行了修改,介绍了启发式解决方案方法以及从MIPSSM衍生的储备使用策略。基于提议的MIPSSM的启发式方法优于一系列替代方法。启发式解决方案方法表明,包括正确的中断方案与添加到MIPSSM的中断方案的数量一样重要。还介绍了对构成一组良好方案的原因的调查。

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