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Integrated Airline Scheduling: Considering Competition Effects and the Entry of the High Speed Rail

机译:综合航空公司调度:考虑竞争效应和高速铁路的进入

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摘要

Airlines and high speed rail are increasingly competing for passengers, especially in Europe and Asia. Competition between them affects the number of captured passengers and, therefore, revenues. We consider competition between airlines (legacy and low-cost) and high speed rail. We develop a new approach that generates airline schedules using an integrated mixed integer, nonlinear optimization model that captures the impacts of airlines’ decisions on passenger demand. We estimate the demand associated with a given schedule using a nested logit model. We report our computational results on realistic problem instances of the Spanish airline IBERIA and show that the actual airline schedules are found to be reasonably close to the schedules generated by our approach. Next, we use this optimization modeling approach under multimodal competition to evaluate multiple scenarios involving entry of high speed rail into new markets. We account for the possibility of demand stimulation as a result of the new services. We validate our approach using data from markets that had an entry by high speed rail in the past. The out-of-sample validation results show a close match between the predicted and observed solutions. Finally, we use our validated model to predict the impacts of future entry by high speed rail in new markets. Our results provide several interesting and useful insights into the schedule changes, fleet composition changes, and fare changes that will help the airline cope effectively with the entry of high speed rail.
机译:航空公司和高铁正在争夺乘客,尤其是在欧洲和亚洲。他们之间的竞争会影响被俘乘客的数量,从而影响收入。我们考虑航空公司(传统和低成本)与高铁之间的竞争。我们开发了一种新方法,可以使用集成的混合整数,非线性优化模型来生成航空公司的时间表,该模型可以捕获航空公司的决策对旅客需求的影响。我们使用嵌套的logit模型估算与给定计划相关的需求。我们报告了有关西班牙航空公司IBERIA的实际问题实例的计算结果,并表明发现实际的航空公司时刻表与我们的方法所生成的时刻表相当接近。接下来,我们在多式联运竞争下使用这种优化建模方法来评估涉及高铁进入新市场的多种情况。我们考虑到由于新服务而刺激需求的可能性。我们使用过去曾通过高铁进入的市场数据验证我们的方法。样本外验证结果显示预测的解决方案与观察到的解决方案非常匹配。最后,我们使用经过验证的模型来预测高铁未来进入新市场的影响。我们的结果为时间表变更,机队组成变更和票价变更提供了一些有趣且有用的见解,这将帮助航空公司有效应对高铁的进入。

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