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New Formulations for Price and Ticket Availability Decisions in Choice-based Network Revenue Management

机译:基于选择的网络收入管理中价格和票务可用性决策的新公式

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We consider the network revenue management (RM) problem under a MultiNomial Logit (MNL) discrete choice model. We present two mathematical formulations that build on previous research, focusing on reducing the size and complexity of the problem while maintaining an accurate representation of passenger choice and industry practices. The first formulation addresses the computational issues of traditional network revenue management by introducing a Mixed Integer Program (MIP) that reduces the number of variables needed to consider while maintaining revenue performance versus other models. The second formulation eliminates the need for static pricing of fare classes, as seen in most RM literature, and considers a continuous pricing decision linked with ticket availability, directly incorporating passenger sensitivities to price and other attributes. Both models perform well in example test cases, improving on popular leg- and network-based RM methods used in practice.
机译:我们考虑在多数值Logit(MNL)离散选择模型下的网络收入管理(RM)问题。我们提供了两个基于先前研究的数学公式,重点放在减小问题的大小和复杂性上,同时保持对乘客选择和行业惯例的准确表示。第一个公式通过引入混合整数程序(MIP)来解决传统网络收入管理的计算问题,该程序减少了在保持收入性能的同时要考虑的变量数量,而不是其他模型。第二种表述消除了对票价类进行静态定价的需要,正如大多数RM文献中所看到的那样,它考虑了与机票可用性相关的连续定价决策,直接将乘客对价格和其他属性的敏感性纳入考虑范围。两种模型在示例测试用例中均表现良好,并改进了实践中常用的基于腿部和网络的RM方法。

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