Optimization of a perishable inventory system with both stochastic demand and supply: comparison of two scenario approaches

IF 0.5 Q4 ECONOMICS Croatian Operational Research Review Pub Date : 2019-07-04 DOI:10.17535/CRORR.2019.0016
D. Nguyen, Haoxun Chen
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引用次数: 5

Abstract

In this paper, we study a multi-period inventory model for a perishable product with both stochastic supply and demand in a rolling horizon framework. The product has a fixed shelf life such as fresh products, blood cells, chemicals, drugs and other pharmaceutical products. The objective is to minimize the expected total cost composed of ordering, purchasing, holding, shortage and waste costs. We focus on finding a high-quality solution close to the optimal solution of the model that provides decision support for decision-makers. We propose a stochastic programming model and transform it into MILP model based on conditional scenarios (CS) approach to reduce the computational burden. By comparing with the sample average approximation (SAA) method in a numerical study, we show that our method works efficiently.
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具有随机需求和供应的易腐库存系统的优化:两种情景方法的比较
本文研究了在滚动水平框架下具有随机供给和随机需求的易腐产品的多周期库存模型。有固定保质期的产品如生鲜产品、血细胞、化学品、药品等医药制品。目标是最小化由订购、采购、持有、短缺和浪费成本组成的预期总成本。我们专注于寻找接近模型最优解的高质量解,为决策者提供决策支持。为了减少计算量,提出了一种基于条件情景(CS)方法的随机规划模型,并将其转化为MILP模型。通过与样本平均逼近(SAA)方法的数值比较,证明了该方法的有效性。
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来源期刊
CiteScore
1.40
自引率
0.00%
发文量
5
审稿时长
22 weeks
期刊介绍: Croatian Operational Research Review (CRORR) is the journal which publishes original scientific papers from the area of operational research. The purpose is to publish papers from various aspects of operational research (OR) with the aim of presenting scientific ideas that will contribute both to theoretical development and practical application of OR. The scope of the journal covers the following subject areas: linear and non-linear programming, integer programing, combinatorial and discrete optimization, multi-objective programming, stohastic models and optimization, scheduling, macroeconomics, economic theory, game theory, statistics and econometrics, marketing and data analysis, information and decision support systems, banking, finance, insurance, environment, energy, health, neural networks and fuzzy systems, control theory, simulation, practical OR and applications. The audience includes both researchers and practitioners from the area of operations research, applied mathematics, statistics, econometrics, intelligent methods, simulation, and other areas included in the above list of topics. The journal has an international board of editors, consisting of more than 30 editors – university professors from Croatia, Slovenia, USA, Italy, Germany, Austria and other coutries.
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