Elasticity-integrated pricing and allocation heuristic for airline revenue management

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY
Aparna Jayaram, R. K. Amit, Amit Agarwal, Xiaodong Luo
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引用次数: 0

Abstract

Setting the right fares is a key lever for increasing operating profitability in the airline industry. It is crucial to design fares that are both appealing to passengers and contribute to an increase in airline revenue. Although airline revenue management techniques have evolved to capture customer-choice behavior, the pricing and allocation decisions continue to be taken independently. However, since they are linked, a single optimization model can address this shortcoming. This paper presents a joint optimization model (JOM) that considers product prices and their allocation quantities as decision variables. A sequential optimization technique that divides the model into two decision problems is adopted to cope with JOM’s complexity. The problem is divided into a master problem and a sub-problem, wherein product price changes are made in the master problem and, with these fixed prices, optimization is performed in the sub-problem. The sub-problem is solved by simplifying the non-linear JOM into a linear programming problem. The direction of product price changes in the master problem is identified using price elasticity of demand. A heuristic based on this concept is proposed and tested. The Elasticity-integrated Pricing and Allocation Heuristic (EPAH) is observed to produce a consistent increase in existing revenues.

Abstract Image

航空公司收益管理的弹性集成定价与分配启发式方法
设定合适的票价是提高航空业运营盈利能力的关键杠杆。设计既能吸引乘客又能增加航空公司收入的票价至关重要。尽管航空公司的收益管理技术已经发展到能够捕捉客户的选择行为,但定价和分配决策仍然是独立进行的。然而,由于它们是相互关联的,因此单个优化模型可以解决这个缺点。提出了一个以产品价格及其分配数量为决策变量的联合优化模型(JOM)。为了应对JOM的复杂性,采用了一种将模型分为两个决策问题的顺序优化技术。该问题分为主问题和子问题,其中在主问题中对产品价格进行更改,并在这些固定价格的情况下对子问题进行优化。该子问题通过将非线性JOM简化为线性规划问题来求解。利用需求价格弹性确定了主问题中产品价格变化的方向。在此基础上提出了一种启发式算法并进行了测试。观察到弹性集成定价和分配启发式(EPAH)可以产生持续的现有收入增长。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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