Assessing sustainability of supply chains by chance-constrained two-stage DEA model in the presence of undesirable factors

被引:79
|
作者
Izadikhah, Mohammad [1 ]
Saen, Reza Farzipoor [2 ]
机构
[1] Islamic Azad Univ, Dept Math, Coll Sci, Arak Branch, POB 38135-567, Arak, Iran
[2] Islamic Azad Univ, Dept Ind Management, Fac Management & Accounting, Karaj Branch, POB 31485-313, Karaj, Iran
关键词
Sustainability of supply chain; Chance-constrained data envelopment analysis (DEA); Intermediate products; Efficiency; Two-stage DEA model; Undesirable data; Stochastic data; DATA ENVELOPMENT ANALYSIS; ENVIRONMENTAL PERFORMANCE; EFFICIENCY DECOMPOSITION; INTERMEDIATE PRODUCTS; WEIGHT RESTRICTIONS; GENETIC ALGORITHM; NEURAL-NETWORK; ORDINAL DATA; SELECTION; INPUT;
D O I
10.1016/j.cor.2017.10.002
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Sustainable supply chain is recognized as a key component of corporate responsibility. Despite conventional data envelopment analysis (DEA) models that view decision making units (DMUs) as black boxes, two-stage DEA models take into account intermediate measures within a DMU. However, there might be stochastic data. Objective of this paper is to present a new stochastic two-stage DEA model in the presence of undesirable data. We present some linear models that obtain lower and upper bounds of efficiencies of stages 1 and 2. Also, we propose a linear model that calculates overall efficiency of DMUs. Meanwhile, we extend our proposed model for dealing with stochastic data in the presence of undesirable data. A case study demonstrates applicability of our approach. (C) 2017 Elsevier Ltd. All rights reserved.
引用
收藏
页码:343 / 367
页数:25
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