Fuzzy Multi-Item Newsvendor Problem: An Application to Inventory Management

被引:2
作者
Sousa, Joao M. C. [1 ]
Luis, Rodrigo [1 ]
Santos, Rui Mirra [1 ]
Mendonca, Luis [2 ]
Vieira, Susana M. [1 ]
机构
[1] Univ Lisbon, IDMEC, Inst Super Tecn, P-1049001 Lisbon, Portugal
[2] Escola Super Naut Infante D Henr ENIDH, IDMEC, P-2770058 Paco De Arcos, Portugal
关键词
multi-item newsvendor problem; fuzzy newsvendor problem; inventory management; genetic algorithms; credibility estimation; MULTIPRODUCT NEWSBOY PROBLEM; MODELS; DEMAND; IMPACT;
D O I
10.3390/math12111652
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
This paper proposes a novel approach to the fuzzy newsvendor problem for inventory management applications. The main contributions of the paper are the following: a new credibility estimation is proposed, to explore the neighborhood around the most impactful demand scenarios; a simulation procedure was designed for the different demand scenarios, which allows comparison of the proposed approach with classical and fuzzy multi-item newsvendor problems; a modified genetic algorithm (GA) is introduced to ameliorate previous genetic algorithms in both the generation and evaluation of solutions. The new formulation of the fuzzy newsvendor problem, together with the modified GA, were shown to improve the average profit by up to 55% in problems with low-budget scenarios.
引用
收藏
页数:17
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