Dynamic pricing for perishable products with hybrid uncertainty in demand

被引:10
|
作者
Li, Gendao [1 ]
Xiong, Zhongkai [2 ]
Zhou, Yu [2 ]
Xiong, Yu [3 ]
机构
[1] Jilin Univ, Sch Management, Changchun 130022, Peoples R China
[2] Chongqing Univ, Coll Econ & Business Adm, Chongqing 400030, Peoples R China
[3] Univ E Anglia, Norwich Business Sch, Norwich NR4 7TJ, Norfolk, England
关键词
Dynamic pricing; Revenue management; Hybrid programming; Hybrid simulation; Genetic algorithm; STOCHASTIC DEMAND; YIELD MANAGEMENT; MODEL;
D O I
10.1016/j.amc.2013.04.008
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Dynamic pricing is commonly adopted in selling perishable products with fixed stock and selling horizon. Because of the technological change and the volatility of customers' tastes, the probabilistic demand model commonly used in practice cannot be estimated accurately. This paper considers a retailer's dynamic pricing problem with little information on demand, and proposes a new approach to deal with this problem. We model the uncertain demand as a hybrid variable which describes the quantities with fuzziness and randomness. The dynamic pricing problem is formulated as three types of hybrid programming models-expected revenue maximization model, alpha-revenue maximization model and chance maximization model-to meet different goals. To solve the proposed models, a hybrid intelligent algorithm is designed by combining hybrid simulations and genetic algorithm. Numerical examples are also presented to illustrate the modeling idea and to show the effectiveness of the proposed algorithm. (C) 2013 Elsevier Inc. All rights reserved.
引用
收藏
页码:10366 / 10377
页数:12
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