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Dynamic control of inventories over finite horizon with an application to airline revenue management.

机译:在有限范围内动态控制库存,并将其应用于航空公司收入管理。

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摘要

When a customer requests a discount fare, the airline must decide whether to sell the seat at the requested discount or to hold the seat in hope that a customer will arrive later who will pay more. I model this situation for a single leg flight with multiple fare classes and customers who arrive according to a semi-Markov process (possibly nonhomogeneous). These customers can request multiple seats (batch requests) and can be overbooked. Under certain conditions, I show that the value function decreases as departure approaches. If each customer only requests a single seat or if the requests can be partially satisfied, then I show that there are optimal booking curves which decrease as departure approaches. I provide counterexamples to show that this structural property of the optimal policy does not hold in general. When customers are allowed to cancel I show that booking curves exist and may be monotone in certain cases.; I also consider the situation where the customer's request size and fare offered are not known, but their joint probability distribution is available, and show that under certain conditions existence of booking curves obtains, and that under further assumptions, they are monotone. Finally, the theoretical results are used in realistic numerical examples, which are compared to certain deterministic upper bounds and revenues obtained under heuristic policies.; The airline yield management problem described above is an instance of a generic revenue management problem, which, in turn, can be cast into a finite horizon semi-Markov dynamic optimal control problem. I provide examples of other applications of revenue management.
机译:当客户要求打折机票时,航空公司必须决定是以要求的折扣价出售座位还是保留座位,以期希望客户稍后到达并支付更多费用。我将这种情况建模为具有多个票价类别的单程航班,并且客户是根据半马尔可夫过程(可能是非均匀的)到达的。这些客户可以请求多个席位(批量请求),并且可以超额预定。在某些条件下,我证明了价值函数随着离场的临近而减小。如果每个客户只要求一个座位,或者可以部分满足要求,那么我将证明有最佳的预定曲线,随着出发时间的临近,预定曲线会减少。我提供了一些反例,以表明最优政策的这种结构属性通常不成立。当客户被允许取消时,我表明预订曲线存在,并且在某些情况下可能是单调的。我还考虑了这样一种情况,即客户的请求大小和所提供的票价未知,但是他们的联合概率分布可用,并且表明在某些条件下可以获得预订曲线,并且在进一步的假设下它们是单调的。最后,将理论结果用于实际的数值示例中,并将其与确定性上限和启发式策略下获得的收益进行比较。上面描述的航空公司收益管理问题是通用收益管理问题的一个实例,该问题又可以转化为有限水平半马尔可夫动态最优控制问题。我提供了收入管理的其他应用示例。

著录项

  • 作者

    Walczak, Darius.;

  • 作者单位

    The University of British Columbia (Canada).;

  • 授予单位 The University of British Columbia (Canada).;
  • 学科 Operations Research.; Economics Commerce-Business.; Statistics.
  • 学位 Ph.D.
  • 年度 2000
  • 页码 188 p.
  • 总页数 188
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 运筹学;贸易经济;统计学;
  • 关键词

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