A simulation optimization approach for a two-echelon inventory system with service level constraints

被引:24
作者
Tsai, Shing Chih [1 ]
Zheng, Ya-Xin [1 ]
机构
[1] Natl Cheng Kung Univ, Dept Ind & Informat Management, Tainan 70101, Taiwan
关键词
Inventory; Multi-echelon system; Service-level constraints; Feasibility check; Stochastic optimization; Simulation; PARTS INVENTORY; SEQUENTIAL-PROCEDURES; SELECTION PROCEDURES; MULTI-INDENTURE; SUPPLY-CHAIN; MULTIECHELON; APPROXIMATION; MODEL;
D O I
10.1016/j.ejor.2013.03.010
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
In this paper, we present a simulation optimization algorithm for solving the two-echelon constrained inventory problem. The goal is to determine the optimal setting of stocking levels to minimize the total inventory investment costs while satisfying the expected response time targets for each field depot. The proposed algorithm is more adaptive than ordinary optimization algorithms, and can be applied to any multi-item multi-echelon inventory system, where the cost structure and service level function resemble what we assume. Empirical studies are performed to compare the efficiency of the proposed algorithms with other existing simulation algorithms. (C) 2013 Elsevier B.V. All rights reserved.
引用
收藏
页码:364 / 374
页数:11
相关论文
共 37 条
[1]   Fully Sequential Procedures for Comparing Constrained Systems via Simulation [J].
Andradottir, Sigrun ;
Kim, Seong-Hee .
NAVAL RESEARCH LOGISTICS, 2010, 57 (05) :403-421
[2]   Call center staffing with simulation and cutting plane methods [J].
Atlason, J ;
Epelman, MA ;
Henderson, SG .
ANNALS OF OPERATIONS RESEARCH, 2004, 127 (1-4) :333-358
[3]   Optimizing call center staffing using simulation and analytic center cutting-plane methods [J].
Atlason, Julius ;
Epelman, Marina A. ;
Henderson, Shane G. .
MANAGEMENT SCIENCE, 2008, 54 (02) :295-309
[4]   Finding Feasible Systems in the Presence of Constraints on Multiple Performance Measures [J].
Batur, Demet ;
Kim, Seong-Hee .
ACM TRANSACTIONS ON MODELING AND COMPUTER SIMULATION, 2010, 20 (03)
[5]   A SINGLE-SAMPLE MULTIPLE DECISION PROCEDURE FOR RANKING MEANS OF NORMAL POPULATIONS WITH KNOWN VARIANCES [J].
BECHHOFER, RE .
ANNALS OF MATHEMATICAL STATISTICS, 1954, 25 (01) :16-39
[6]   Optimizing service parts inventory in a multiechelon, multi-item supply chain with time-based customer service-level agreements [J].
Caggiano, Kathryn E. ;
Jackson, Peter L. ;
Muckstadt, John A. ;
Rappold, James A. .
OPERATIONS RESEARCH, 2007, 55 (02) :303-318
[7]   Efficient computation of time-based customer service levels in a multi-item, multi-echelon supply chain: A practical approach for inventory optimization [J].
Caggiano, Kathryn E. ;
Jackson, Peter L. ;
Muckstadt, John A. ;
Rappold, James A. .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2009, 199 (03) :744-749
[8]   Two-echelon spare parts inventory system subject to a service constraint [J].
Caglar, D ;
Li, CL ;
Simchi-Levi, D .
IIE TRANSACTIONS, 2004, 36 (07) :655-666
[9]   Common inventory modeling assumptions that fall short: Arborescent networks, Poisson demand, and single-echelon approximations [J].
Cattani, Kyle D. ;
Jacobs, F. Robert ;
Schoenfelder, Jan .
JOURNAL OF OPERATIONS MANAGEMENT, 2011, 29 (05) :488-499
[10]   Staffing multiskill call centers via linear programming and simulation [J].
Cezik, Mehmet Tolga ;
L'Ecuyer, Pierre .
MANAGEMENT SCIENCE, 2008, 54 (02) :V-V