Li Zhu, Chunfa Li, Wei Xu. AFFINELY ADJUSTABLE ROBUST OPTIMIZATION MODEL FOR MULTI-PERIOD PRODUCTION AND INVENTORY SYSTEM UNDER RISK PREFERENCE[J]. Journal of Applied Analysis & Computation, 2012, 2(3): 341-350. doi: 10.11948/2012025
Citation: |
Li Zhu, Chunfa Li, Wei Xu. AFFINELY ADJUSTABLE ROBUST OPTIMIZATION MODEL FOR MULTI-PERIOD PRODUCTION AND INVENTORY SYSTEM UNDER RISK PREFERENCE[J]. Journal of Applied Analysis & Computation, 2012, 2(3): 341-350. doi: 10.11948/2012025
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AFFINELY ADJUSTABLE ROBUST OPTIMIZATION MODEL FOR MULTI-PERIOD PRODUCTION AND INVENTORY SYSTEM UNDER RISK PREFERENCE
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College of Science, Tianjin University of Technology, NO.391 Binshui Xi Road, Xiqing District, Tianjin, P. O. box 300384, China
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Abstract
A problem of optimizing multi-period centralized production and inventory system with waste disposal subjected to uncertain demands is investigated in this paper. Assuming limited information of distributions, that is, only the mean, support and some measures of deviations are available for the demand, a joint ellipsoid uncertainty set is constructed to control the degree of conservatism of the production policies associated with the integrated managers risk preference. Using Affinely Adjustable Robust Counterpart method, we develop an uncertain optimization model in pursuit of maximizing the overall revenue through adaptively controlling multi-period production policies, and relax it to one deterministic robust counterpart which is in fact a tractable second order cone problem.
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References
[1]
|
A. Ben-Tal and A. Nemirovski, Robust Solutions of Uncertain Linear Programs, Operations Research Letters, 25(1999), 1-13.
Google Scholar
|
[2]
|
A. Ben-Tal and A. Nemirovski, Robust Solutions of Linear Programming Problems Contaminated with Uncertain Data, Mathematical Programming, 88(2000), 411-424.
Google Scholar
|
[3]
|
A. Ben-Tal, B. Golany and S. Shimrit. Robust Multi-echelon Multi-period Inventory Control, European Journal of Operational Research, 199(2009), 922-935.
Google Scholar
|
[4]
|
D. Bertsimas and M. Sim, Robust Discrete Optimization and Network Flows, Mathematical Programming, 98(2003), 49-71.
Google Scholar
|
[5]
|
D. Bertsimas and M. Sim, Price of Robustness Operation, Operation Research, 52(2004), 35-53.
Google Scholar
|
[6]
|
D. Bertsimas, D. Pachamanova and M. Sim, Robust Linear Optimization under General Norms, Operations Research Letters, 32(2004), 510-516.
Google Scholar
|
[7]
|
D. Bertsimas, A. Thiele and A. Robust, Optimization Approach to Inventory Theory, Operation Research, 54(2006), 150-168.
Google Scholar
|
[8]
|
L. E. Ghaoui and H. Lebret, Robust Solutions to Least-square Problems to Uncertain Data Matrices, SIAM Journal of Matrix Analysis and Applications, 18(1997), 1035-1064.
Google Scholar
|
[9]
|
L. E. Ghaoui, F. Oustry and H. Lebret, Robust Solutions to Uncertain Semidefinite Programs, SIAM Journal of Optimization, 9(1998), 33-52.
Google Scholar
|
[10]
|
C. See and M. Sim, Robust Approximation to Multi-period Inventory Management, Operation Research, 58(2010), 583-594.
Google Scholar
|
-
-
-