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面向空铁联运旅客选择行为的两阶段容量控制方法

A Two-stage Capacity Control Method for Air-rail Passenger Choice Behavior
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摘要 针对空铁联运容量控制理论缺乏、旅客选择行为复杂化等问题,研究了基于旅客选择行为的空铁联运两阶段容量控制方法。第一阶段建立旅客选择行为模型,通过引入影子吸引力,改进现有选择模型中忽略竞争、选项单一的缺点,建立空铁联运产品选择模型,并基于巢式Logit模型证明其合理性;第二阶段以最大化联运期望收入为目标,建立空铁联运网络容量控制模型,并基于分支定界思想,提出嵌套产品子集下的模型求解算法;最后,针对空-铁网络上150座级机型的容量控制问题进行验证,并对比分析不同竞争强度下的网络期望收入。结果表明:150座航班中有91个舱位分配给航空市场的旅客,有59个舱位分配给联运市场的旅客,网络期望收入为160 600元;在综合考虑替代品竞争的情况下,票价低且竞争性高的产品更具有收入价值;此外,改进后的模型通过引入影子吸引力,捕获了基本吸引力模型和独立需求模型之间的需求,相较于独立需求模型能提高4%左右的期望收入;并且,在非联运产品和联运产品的舱位总数相持的策略下,航空公司可有效应对联运市场的竞争因素影响。 To address the inadequacy of theories and the complexity of passenger choice behavior,a two-stage ca-pacity control model is established for air-rail intermodal capacity control.In the first stage,an air-rail intermodal passenger choice model is established.The shadow attraction value is introduced to address the shortcomings of ex-isting choice models that overlook competition and limit passengers'choices.Then,the proposed choice model is verified based on the nested Logit model.In the second stage,a network capacity control model is established by maximizing intermodal expected revenue.The algorithm is proposed based on the branch and bound method,which is used to rationalize product offerings.The case study is carried out by a flight with 150 seats.A comparative analy-sis is also conducted to verify the expected revenue under different levels of competition.The results indicate that 91 seats are allocated to passengers in the aviation market and 59 seats to passengers in the intermodal market.The total expected revenue is 160600 RMB.To airlines,products with lower price but stronger competitiveness are more valuable when considering product competition.By introducing shadow attraction value,the two-stage model captures the demand between the basic attraction model and independent demand model.Compared to the indepen-dent demand model,the model can increase the expected revenue by around 4%.The study illustrates that airlines can effectively cope with the impact of competition by maintaining the total number of seats for non-intermodal products and intermodal products.
作者 杨文东 彭纪元 姜雨 YANG Wendong;PENG Jiyuan;JIANG Yu(College of Civil Aviation,Nanjing University of Aeronautics&Astronautics,Nanjing 211106,China)
出处 《交通信息与安全》 CSCD 北大核心 2023年第6期124-131,共8页 Journal of Transport Information and Safety
基金 国家自然科学基金项目(52372298)资助。
关键词 收益管理 空铁联运 容量控制模型 嵌套控制 选择模型 revenue management air-rail intermodal transportation capacity control model nested control choice model
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