Optimal policies for inventory systems with finite capacity and partially observed Markov-modulated demand and supply processes

被引:25
作者
Arifoglu, Kenan [1 ]
Ozekici, Suleyman [1 ]
机构
[1] Koc Univ, Dept Ind Engn, TR-34450 Sanyer Istanbul, Turkey
关键词
Random yield; Fixed capacity; Random environment; Modified inflated base-stock policy; Dynamic programming; Sufficient statistics; POMDP; LIMITED PRODUCTION CAPACITY; RANDOM YIELD; RANDOM ENVIRONMENT; UNCERTAIN DEMANDS; COST CRITERION; MODELS; INFORMATION;
D O I
10.1016/j.ejor.2009.10.029
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
We analyze a single-item periodic-review inventory system with random yield and finite capacity operating in a random environment. The primary objective is to extend the model of Gallego and Hu (2004) to the more general case when the environment is only partially observable. Although our analysis is specific to inventory systems, it can also be applied to production systems by replacing the fixed capacity supplier with a fixed capacity producer. Using sufficient statistics, we consider single-period, multiple-period and infinite-period problems to show that a state-dependent modified inflated base-stock policy is optimal. Moreover, we show that the multiple-period cost converges to the infinite-period cost as the length of the planning horizon increases. (C) 2009 Elsevier B.V. All rights reserved.
引用
收藏
页码:421 / 438
页数:18
相关论文
共 25 条
[1]  
[Anonymous], 2000, Dynamic programming and optimal control
[2]  
[Anonymous], 1975, Introduction to Stochastic Processes
[3]  
Arifoglu K., 2007, THESIS KOC U
[4]  
ARIFOGLU K, 2007, INVENTORY MODELS RAN
[5]  
BENSOUSSAN A, 2005, CR HEBD ACAD SCI, P419
[6]  
Bertsekas D. P., 2000, DYNAMIC PROGRAMMING, VI
[7]   A PERIODIC REVIEW, PRODUCTION PLANNING-MODEL WITH UNCERTAIN CAPACITY AND UNCERTAIN DEMAND - OPTIMALITY OF EXTENDED MYOPIC POLICIES [J].
CIARALLO, FW ;
AKELLA, R ;
MORTON, TE .
MANAGEMENT SCIENCE, 1994, 40 (03) :320-332
[8]   Inventory models with random yield in a random environment [J].
Erdem, AS ;
Özekici, S .
INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 2002, 78 (03) :239-253
[9]   AN INVENTORY MODEL WITH LIMITED PRODUCTION CAPACITY AND UNCERTAIN DEMANDS .2. THE DISCOUNTED-COST CRITERION [J].
FEDERGRUEN, A ;
ZIPKIN, P .
MATHEMATICS OF OPERATIONS RESEARCH, 1986, 11 (02) :208-215
[10]   AN INVENTORY MODEL WITH LIMITED PRODUCTION CAPACITY AND UNCERTAIN DEMANDS .1. THE AVERAGE-COST CRITERION [J].
FEDERGRUEN, A ;
ZIPKIN, P .
MATHEMATICS OF OPERATIONS RESEARCH, 1986, 11 (02) :193-207