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Cross-Contaminations in Powder Bed Fusion: Influence of Copper Alloy Particles in Nickel-Base Alloy Feedstock on Part Quality 粉末床熔炼中的交叉污染:镍基合金原料中铜合金颗粒对零件质量的影响
Pub Date : 2020-11-03 DOI: 10.2139/ssrn.3724208
M. Horn, L. Langer, S. Dietrich, G. Schlick, C. Seidel, G. Reinhart
When two or more different metal powders are processed on a single additive manufacturing (AM) machine, cross-contaminations can occur. This is particularly relevant to the consecutive processing of different materials on a powder bed fusion (PBF) machine through material changes as well as simultaneous processing of different materials via multi-material PBF. However, uncertainty about tolerable foreign particle percentages in metal powder feedstock limits the applicability of material changes and multi-material PBF. Two alloys which are of particular relevance to the aerospace industry are nickel-base alloy 2.4668 and copper alloy CW106C. In multi-material applications, 2.4668 mainly serves as a structural, load-bearing material. Therefore, this study investigates the influence of defined quantities of copper alloy particles in nickel-base alloy feedstock on metallurgical structure and static tensile strength. Foreign particle inclusions were dissolved in the matrix material and formed a solid solution. No material deteriorations were observed for contamination levels up to 20 particle percent (part.%). Etching revealed a nonhomogeneous solid solution with Cu-rich areas. Contamination levels up to two particle part.% CW106C in 2.4668 showed no influence on ultimate tensile strength and a limited influence on fracture elongation. At five part.% contamination, both properties deteriorated and inferior material qualities were observed. Fractography showed a similar fracture behavior for all of the contamination levels examined. Implications for the aerospace industry by the material combination examined are made on the basis of the results presented.
当在一台增材制造(AM)机器上加工两种或多种不同的金属粉末时,可能会发生交叉污染。这与通过材料变化在粉末床熔合(PBF)机上连续加工不同材料以及通过多材料PBF同时加工不同材料特别相关。然而,金属粉末原料中可容忍的外来颗粒百分比的不确定性限制了材料变化和多材料PBF的适用性。与航空航天工业特别相关的两种合金是镍基合金2.4668和铜合金CW106C。在多材料应用中,2.4668主要作为结构、承重材料。因此,本研究探讨了镍基合金原料中一定量的铜合金颗粒对金相组织和静态抗拉强度的影响。外来颗粒夹杂物溶解在基体材料中形成固溶体。当污染水平高达20%颗粒百分比(part.%)时,未观察到材料恶化。蚀刻显示出具有富cu区域的非均匀固溶体。污染程度可达两个粒子部分。2.4668中% CW106C对极限抗拉强度无影响,对断裂伸长率影响有限。分五部分。%污染,性能恶化,材料质量低劣。断口分析显示,在所有污染水平下,断裂行为都是相似的。根据所提出的结果,对航空航天工业的材料组合进行了研究。
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引用次数: 4
Influence of Support Structures on the Microstructure and Mechanical Properties of Case Hardening Steel in Laser Powder Bed Fusion 支撑结构对激光粉末床熔敷淬火钢组织和力学性能的影响
Pub Date : 2020-11-03 DOI: 10.2139/ssrn.3724368
M. Schmitt, Maximilian Bösele, G. Schlick, G. Reinhart
Additive manufacturing, especially laser powder bed fusion (LPBF), enables the manufacturing of complex and lightweight parts. LPBF is a technology with high geometric degrees of freedom, but there are production restrictions, e.g., with regard to overhangs. One strategy to produce these components despite the restrictions is the use of support structures. After the LPBF process the support structures are removed by hand or through machining before general post-processing, e.g., manufacturing of functional surfaces or heat-treatments are concluded. However, support structures change the local process conditions during LPBF depending on the parts geometry (no support structures vs. use of support structures). The influence is mainly caused by the changed heat dissipation of the support structures compared to dense part material. In this contribution, the influence of support structures on the resulting microstructure and the mechanical properties are determined for the case hardening steel 16MnCr5. Case hardening steels are used for gearings and pinions for wide applications in the aerospace industry, e.g., engine gear boxes for helicopters or UAVs (unmanned aerial vehicles). It can be seen that the height of the applied support structures has great influence on the microstructure. Mechanical properties are determined through notched bar impact testing showing an increase in toughness in the as-built state with increasing support structure height. The findings correspond with the increasing content of ferrite seen in the microstructure. The effect of subsequent heat treatments (stress relief annealing and case hardening) on the mechanical properties is also investigated. Furthermore, generalized operating principles for the influence of support structures and the occurring insitu heat treatment in LPBF are presented and described based on the results shown.
增材制造,特别是激光粉末床熔融(LPBF),使制造复杂和轻质零件成为可能。LPBF是一种具有高度几何自由度的技术,但存在生产限制,例如,关于悬垂。尽管有这些限制,但生产这些部件的一种策略是使用支撑结构。在LPBF加工之后,在一般后处理(例如,制造功能表面或热处理)结束之前,通过手工或机械加工去除支撑结构。然而,在LPBF过程中,支撑结构会根据零件的几何形状(无支撑结构与使用支撑结构)改变局部工艺条件。这种影响主要是由于支撑结构相对于致密部件材料的散热特性发生了变化。在这篇论文中,研究了支撑结构对16MnCr5淬火钢的微观组织和力学性能的影响。表面硬化钢用于齿轮和小齿轮,广泛应用于航空航天工业,例如直升机或无人机(无人机)的发动机齿轮箱。可见,应用的支撑结构高度对微观结构的影响很大。机械性能是通过缺口杆冲击试验确定的,表明随着支撑结构高度的增加,在建成状态下韧性增加。这与显微组织中铁素体含量的增加相一致。随后的热处理(去应力退火和淬火)对力学性能的影响也进行了研究。此外,基于上述结果,提出并描述了支撑结构影响和LPBF中发生的原位热处理的广义操作原理。
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引用次数: 2
Fault Detection for Aircraft Fuel System with Neural Network 基于神经网络的飞机燃油系统故障检测
Pub Date : 2020-10-23 DOI: 10.2139/ssrn.3718044
Nithya Subramanian, Hongmei He, I. Jennions
The technological advances in the aircraft industry in the last decade have increased the complexity of aircraft systems. This, in turn, makes the fault detection, diagnosis and modification/ repair processes more difficult. The presence of a fault within a system can result in changes to system function, reduce system performance and cause operational downtime. Due to this reason Condition Based Maintenance (CBM) which predicts the state of the component on based upon data gathered is widely used in aircraft MRO industries. CBM uses diagnostics and prognostics models to make decisions on appropriates maintenance actions based upon the remaining used life (RUL) of the components. In this research, we applied a Neural Network model to solve the fault detection problem, and the experimental results demonstrated the neural network model can obtain excellent performance. Fault diagnosis is a more complicated problem, and it requires diagnosing the type of fault. Therefore, fault diagnosis becomes a classification problem. More importantly, the fault state of a fuel system may relate to the previous state of the fuel system. Therefore, a Recurrent Neural Network model could be developed for fault diagnosis.
在过去十年中,飞机工业的技术进步增加了飞机系统的复杂性。这反过来又使故障检测、诊断和修改/修理过程更加困难。系统中出现故障可能导致系统功能的变化,降低系统性能并导致操作停机。基于状态的维修(CBM)是一种基于收集到的数据来预测部件状态的维修方法,在飞机MRO行业中得到了广泛的应用。CBM使用诊断和预测模型,根据组件的剩余使用寿命(RUL)对适当的维护操作做出决策。在本研究中,我们应用神经网络模型来解决故障检测问题,实验结果表明,神经网络模型可以获得良好的性能。故障诊断是一个比较复杂的问题,它需要对故障的类型进行诊断。因此,故障诊断成为一个分类问题。更重要的是,燃油系统的故障状态可能与燃油系统先前的状态有关。因此,可以建立一种用于故障诊断的递归神经网络模型。
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引用次数: 3
Structural Remedies in Network Industries: An Assessment of Slot Divestitures in the American Airlines/US Airways Merger 网络行业的结构性补救:美国航空公司/全美航空公司合并中舱位剥离的评估
Pub Date : 2020-10-12 DOI: 10.2139/ssrn.3710262
Yongjoon Park
Asset divestitures are often negotiated to alleviate anticompetitive concerns created by horizontal mergers. I develop a structural model to evaluate the effectiveness of alternative slot divestiture schemes in the US airline industry, focusing on the divestiture of slots at Ronald Reagan Washington National Airport (DCA), which the government required as a condition of the American/US Airways merger. Departing from the existing literature, my model accounts for how the number of slots allocated to a route segment affects carrier costs, how passengers going to many different destinations may use the same segments, and how carriers choose to allocate slots to segments. I use counterfactuals to show that slot divestitures can result in the re-allocation of surplus between consumers; to estimate the proportion of slots that the merged American would have needed to divest to maximize total welfare; and, to evaluate the effects of allocating divested slots to different types of carriers. I find that the proposed divestiture raised consumer surplus significantly ($112M per year) compared to approving the merger without divestiture, but that it re-allocated surplus between consumers in different markets. I also find that the policy of only allowing the slots to be divested to low-cost carriers raised consumer surplus relative to the policy of only allowing the slots to be divested to legacy carriers.
资产剥离通常是通过谈判来缓解横向合并带来的反竞争担忧。我开发了一个结构模型来评估美国航空业中其他机位剥离计划的有效性,重点关注罗纳德·里根华盛顿国家机场(DCA)的机位剥离,这是政府要求的,作为美国航空公司/全美航空公司合并的条件。从现有文献出发,我的模型考虑了分配给航线段的舱位数量如何影响运营商成本,前往许多不同目的地的乘客如何使用相同的航段,以及运营商如何选择将舱位分配给航段。我使用反事实来表明,插槽剥离可以导致消费者之间剩余的重新分配;估算合并后的美国人为了使总福利最大化而需要放弃的职位比例;评估将剥离的时隙分配给不同类型运营商的效果。我发现,与不进行资产剥离的合并相比,拟议的资产剥离显著提高了消费者剩余(每年1.12亿美元),但它在不同市场的消费者之间重新分配了剩余。我还发现,只允许将机位转让给低成本航空公司的政策,相对于只允许将机位转让给传统航空公司的政策,提高了消费者剩余。
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引用次数: 3
Selecting the Mutual Arrangement of the Engine and Wing in a Transport Aircraft for Short Take-off and Landing 运输机短距起降时发动机与机翼相互布置的选择
Pub Date : 2020-08-17 DOI: 10.15587/1729-4061.2020.208639
V. Kudryavtsev, Borys Strigun, Volodymyr Shmyrov, V. Loginov
In order to maintain the competitive advantage of the medium short take-off and landing transport aircraft, the task must be solved of ensuring take-off and landing on the ground runways with a length of 600‒800 m when installing a turbojet engine. When the engines are installed on the pylons under the wing, this is achieved by using a «forced» turn of the jet of engines when the flaps are released at an angle of 60°. We have found the mutual location of the wing and the engine on its stagger, based on the position relative to the construction plane of the wing and the angle of installation. A reciprocal arrangement has been determined, making it possible to maximize the lift force owing to the turn of the jet stream. It has been shown that this achieves the continuous flow around the sections of the flaps when they are deflected at a 60-degree angle. We have analyzed the temperature effect of the jet stream on the mechanization and the aircraft wing at the stages of take-off and landing at different positions of engines under the wing, at different flight speeds and angles of attack. The effect of mechanization on the distribution of jet stream speeds and temperatures has been analyzed. It is shown that decreasing the distance between the engine nozzle and the lower surface of the wing leads to an increase in the angle of the jet stream deviation. We have identified those tail section zones of the flap, which require special execution to operate at temperatures above 400 °C. The impact of the jet stream on aircraft’s drag in the cruising configuration has been analyzed, as well as the scheme of engine arrangement on the aircraft’s electrically dependent systems. We have shown the absence of the impact of the jet stream on the aircraft’s drag in the cruising configuration, the reduction of fuel consumption at cruising modes, as well as the favorable impact exerted on the electrically dependent systems due to the significant reduction of gas-dynamic losses along the power plant tract. Ways to modernize the transport aircraft type of An-70 have been proposed to ensure its superiority in its class
为了保持中型短距起降运输机的竞争优势,在安装涡喷发动机时必须解决在600-800米长的地面跑道上保证起降的问题。当发动机安装在机翼下的挂架上时,当襟翼以60°的角度释放时,这是通过使用发动机的“强制”旋转来实现的。根据相对于机翼构造平面的位置和安装角度,我们找到了机翼和发动机在其交错上的相互位置。一个相互作用的安排已经确定,使它有可能最大化升力由于急流的转向。它已经表明,这实现了连续流动的部分周围的襟翼,当他们在60度角偏转。分析了在不同的翼下发动机位置、不同的飞行速度和迎角下,喷气气流对飞机起飞和降落阶段的机械化和机翼的温度效应。分析了机械化对急流速度和温度分布的影响。结果表明,减小发动机喷管与机翼下表面之间的距离,射流偏离角增大。我们已经确定了襟翼的尾部区域,这些区域需要在400°C以上的温度下进行特殊操作。分析了喷气流对飞机巡航构型阻力的影响,以及发动机布置方案对飞机电气依赖系统的影响。我们已经展示了在巡航配置中喷气流对飞机阻力的影响的缺失,巡航模式下燃油消耗的减少,以及由于沿着发电厂通道显著减少气体动力损失而对电力依赖系统施加的有利影响。提出了对安-70运输机进行现代化改造的方法,以确保其在同级别中的优势
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引用次数: 0
Combining Economic and Search-Request Variables to Predict Local Airline Market Shares: A Comparison of Forecasting Methods 结合经济变量和搜索请求变量预测本地航空公司市场份额:预测方法的比较
Pub Date : 2020-06-26 DOI: 10.2139/ssrn.3636233
Paul Chiambaretto, Guillaume Coqueret
Our aim in this article is to predict local airline market shares in the United States at the company level combining traditional economic indicators (at the national and local levels) with Google search engine requests. We resort both to simple econometric models and to more sophisticated machine learning tools (random forests, neural networks and support vector machines) and compare their respective predictive power. Using data from the American market for the period 2004-2018, our study bears three key findings. First, we highlight the usefulness of combining search-engine requests with other traditional economic indicators as explanatory variables to predict local airline market shares. Second, the comparison of the different forecasting techniques reveals that tree methods consistently outperform the alternative forecasting tools. Third, in line with the growing literature dedicated to frugal forecasting, we show that no advanced model is able to beat our heuristic benchmark, which consists in rolling increments of annual variations, such that variations in market shares are best predicted by past variations.
本文的目的是结合传统的经济指标(国家和地方层面)和Google搜索引擎请求,在公司层面预测美国本地航空公司的市场份额。我们采用简单的计量经济模型和更复杂的机器学习工具(随机森林、神经网络和支持向量机),并比较它们各自的预测能力。利用2004-2018年期间美国市场的数据,我们的研究得出了三个关键发现。首先,我们强调了将搜索引擎请求与其他传统经济指标结合起来作为解释变量来预测当地航空公司市场份额的有效性。其次,不同预测技术的比较表明,树方法始终优于替代预测工具。第三,与越来越多致力于节俭预测的文献一致,我们表明,没有先进的模型能够击败我们的启发式基准,它由年度变化的滚动增量组成,因此市场份额的变化最好由过去的变化来预测。
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引用次数: 0
The Effects of Employee Hours-of-Service Regulations on the U.S. Airline Industry 雇员服务时间法规对美国航空业的影响
Pub Date : 2020-03-26 DOI: 10.2139/ssrn.3099918
Alexander Luttmann, Cody Nehiba
Maximum employee work-hour restrictions are implemented to reduce accidents. However, because they decrease the stock of work-hours available to employers, they may also have detrimental effects. A quasi-experiment suggests that pilot hours-of-service reforms, which decreased the number of flights and hours a pilot may work, reduced consumer choice and increased fares in the airline industry. We find that regional and low-cost carriers reduced scheduled flight frequency, while less constrained legacy carriers (and potentially their wholly owned subsidiaries) were unaffected. Further, we find evidence that market concentration increased on many routes, implying that fare increases may be due to a decrease in competition. These findings illustrate a situation where a policy implemented to correct one market failure, airlines not internalizing the full social costs of accidents by allowing dangerously fatigued pilots to fly, exacerbated another market failure by decreasing competition.
实施员工最长工作时间限制,以减少事故。然而,由于它们减少了雇主可用的工作时间,它们也可能产生有害的影响。一项准实验表明,飞行员服务时间改革减少了航班数量和飞行员可能工作的时间,减少了消费者的选择,提高了航空业的票价。我们发现,区域性和低成本航空公司减少了定期航班频率,而受约束较少的传统航空公司(可能还有它们的全资子公司)则未受影响。此外,我们发现有证据表明,许多航线的市场集中度增加,这意味着票价上涨可能是由于竞争减少。这些发现说明了这样一种情况,即航空公司没有通过允许极度疲劳的飞行员飞行来将事故的全部社会成本内部化,从而纠正了一种市场失灵,从而加剧了竞争的减少。
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引用次数: 1
Систематизация антимонопольных рисков на рынках пассажирских авиаперевозок с учетом особенностей бизнес-стратегий авиакомпаний (Systematization of Antitrust Risks in the Passenger Air Transportation Markets Taking Into Account the Peculiarities of Airline Business Strategies)
Pub Date : 2020-03-07 DOI: 10.2139/ssrn.3596014
A. Meleshkina, O. Markova
Russian Abstract: Статья посвящена анализу реакции авиакомпаний-конкурентов на вход нового игрока на рынок. Данная проблема является актуальной в свете дискуссий вокруг методов стимулирования конкуренции на рынках пассажирских авиаперевозок. Решение назревших проблем в сфере гражданских авиаперевозок применительно к вопросам конкуренции требует переформатирования подходов отраслевой и антимонопольной политики. Перед регулятором стоит вопрос соблюдения баланса интересов авиакомпаний, поставщиков аэропортовых услуг и конечных потребителей – пассажиров. При этом необходимо определить направление реформирования – дерегулирование или государственное субсидирование. Данное исследование представляет собой попытку систематизации конкурентных стратегий, выбираемых авиаперевозчиками в ответ на изменение условий конкуренции. Результаты анализа могут иметь интерес с точки зрения построения прогнозов поведения авиакомпаний на разных маршрутах (рынках) при дерегулировании отрасли и увеличении числа конкурентов.

English Abstract: The article is devoted to the analysis of the reaction of competing airlines to the entry of a new player into the market. This problem is relevant in the light of discussions around methods to stimulate competition in the passenger air transportation markets. Decision urgent problems in the field of civil air transportation in relation to competition issues require reformatting of approaches to industry and antitrust policies. The regulator is faced with the question of balancing the interests of airlines, airport service providers and end-users - passengers. In this case, it is necessary to determine the direction of reform - deregulation or state subsidies. This study is an attempt to systematize the competitive strategies chosen by air carriers in response to changing competition conditions. The results of the analysis may be of interest from the point of view of building forecasts of airline behavior on different routes (markets) with deregulation of the industry and an increase in the number of competitors.
俄罗斯Abstract:这篇文章是关于航空公司对竞争对手进入市场的反应的分析。考虑到有关刺激客运市场竞争的方法的讨论,这个问题是相关的。在竞争问题上解决民用航空问题需要重新格式化行业和反垄断政策的方法。监管者面临的问题是如何平衡航空公司、机场服务提供者和最终乘客消费者的利益。这需要确定改革的方向——放松监管或国家补贴。这项研究是试图对航空公司为了应对竞争条件的变化而选择的竞争性战略进行系统的尝试。分析结果可能对航空公司在不同航线(市场)的行为预测(放松监管)和竞争对手数量的增加感兴趣。英语Abstract:这是对新游戏玩法的竞争反应的分析。这个问题是在passenger air trankets中发现的一种不同寻常的方法。《文明空气运输》中的《文明空气运输》是《文明空气运输》中的一篇文章。这艘船与航空公司的任务、航空服务预报员和最后的乘客一起面对。在这个案例中,它是一个非ecsary到重建deregulation的方向或状态次方。这是一种冲向系统模式的选择,由空中赛车手在挑战比赛中选择。比弗瑞特路(markets)上的比弗瑞特路(markets)上的比弗瑞特路(markets)上的比弗瑞特路(markets)上的比弗瑞特路(markets)上的路标。
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引用次数: 0
The Strategies of Anticompetitive Common Ownership 反竞争公有制的策略
Pub Date : 2019-11-02 DOI: 10.2139/ssrn.3210373
C. Hemphill, Marcel Kahan
Scholars and antitrust enforcers have raised concerns about anticompetitive effects that may arise when institutional investors hold substantial stakes in competing firms. Their concern rests on empirical evidence that such common concentrated ownership is associated with higher prices and lower output. This evidence sharply challenges both antitrust orthodoxy and corporate governance scholarship. In this Article, we examine the causal mechanisms that might link common ownership to anticompetitive effects. We consider whether the current empirical evidence supports the existence of these mechanisms and whether institutional investors would plausibly employ them. Our main conclusion is that most proposed mechanisms either lack significant empirical support or else are implausible. Notably, some widely discussed mechanisms—for example, cartel facilitation and passive failures to encourage competition among portfolio firms—are not empirically tested. Moreover, institutional investors’ incentives to increase portfolio value are weak, reducing the likelihood that these investors will pursue mechanisms that carry significant reputational or legal risks. We find, however, that a different mechanism, which we call "selective omission," is both consistent with the evidence and plausibly employed by institutional investors. Looking ahead, our analysis suggests paths for future research and provides a guide for further investigation into how common owners and firms may interact to produce anticompetitive effects.
学者和反垄断执法者对机构投资者在竞争公司中持有大量股份时可能产生的反竞争效应表示担忧。他们的担忧基于经验证据,即这种普遍的集中所有权与更高的价格和更低的产出有关。这一证据对反垄断正统理论和公司治理学术提出了尖锐的挑战。在本文中,我们研究了可能将共同所有权与反竞争效应联系起来的因果机制。我们考虑当前的经验证据是否支持这些机制的存在,以及机构投资者是否会合理地使用它们。我们的主要结论是,大多数提出的机制要么缺乏重要的经验支持,要么是不可信的。值得注意的是,一些被广泛讨论的机制——例如,卡特尔便利化和鼓励投资组合公司之间竞争的被动失败——没有经过经验检验。此外,机构投资者增加投资组合价值的动机很弱,这降低了这些投资者追求承担重大声誉或法律风险的机制的可能性。然而,我们发现,一种不同的机制,我们称之为“选择性遗漏”,既与证据一致,又被机构投资者合理地采用。展望未来,我们的分析为未来的研究提供了路径,并为进一步研究共同所有者和公司如何相互作用以产生反竞争效应提供了指导。
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引用次数: 29
Whether, When and Which: Modelling Advanced Seat Reservations by Airline Passengers 是否、何时及以何种方式:模拟航空公司乘客提前预订座位
Pub Date : 2019-11-01 DOI: 10.2139/ssrn.3325346
Shuai Shao, G. Kauermann, M. Smith
Motivated by the growing importance of ancillary revenues in the airline industry, we propose a statistical model for Advanced Seat Reservation (ASR). We focus on the questions of whether, when and which seats are selected by passengers. To answer these questions, we employ a discrete time duration model, combined with a multinomial choice model with varying consideration set. Unknown smooth covariate effects are used, along with seat-specific random effect terms for seat selection. The model is applied to a rich dataset of 485,279 bookings on five intercontinental routes, extracted from the complete booking database of a major European airline. We find strong evidence of ‘middle seat avoiding’ and ‘front seat preferring’ effects, along with substantial additional seat-specific heterogeneity. We also show that the probability of making an ASR depends on its price in relation to the ticket price, the distribution channel, the number of days to departure and seasonal effects. These and other insights allow for product differentiation and variable pricing in ASR for each and every seat. In addition, simple variations of the statistical model can also be used for other ancillary products—such as on-board dining and preferential baggage checking—that are purchased in the same way as ASR.
由于辅助收入在航空业中日益重要,我们提出了一个高级座位预订(ASR)的统计模型。我们关注的问题是乘客是否、何时以及选择哪些座位。为了回答这些问题,我们采用了一个离散时间持续时间模型,并结合了一个具有不同考虑集的多项选择模型。使用未知的平滑协变量效应,以及座位特定的随机效应项进行座位选择。该模型应用于五条洲际航线的485279个预订的丰富数据集,这些预订是从一家主要欧洲航空公司的完整预订数据库中提取的。我们发现了“避开中间座位”和“偏好前排座位”效应的有力证据,以及大量额外的座位特异性异质性。我们还表明,做出ASR的概率取决于其价格与票价、分销渠道、出发天数和季节影响的关系。这些见解和其他见解使ASR的产品差异化和每个座位的可变定价成为可能。此外,统计模型的简单变体也可以用于其他辅助产品,例如机上餐饮和优惠行李托运,这些产品的购买方式与ASR相同。
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引用次数: 6
期刊
TransportRN: Air Transportation Systems (Topic)
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