Inverse data envelopment analysis model to preserve relative efficiency values: The case of variable returns to scale

被引:94
作者
Lertworasirikul, Saowanee [1 ]
Charnsethikul, Peerayuth [2 ]
Fang, Shu-Cherng [3 ]
机构
[1] Kasetsart Univ, Prod Dev Dept, Fac Agroind, Bangkok 10900, Thailand
[2] Kasetsart Univ, Dept Ind Engn, Fac Engn, Bangkok 10900, Thailand
[3] N Carolina State Univ, Dept Ind & Syst Engn, Fac Engn, Raleigh, NC 27695 USA
关键词
Data envelopment analysis; Inverse optimization; Efficiency; Performance analysis; Resource allocation; DEA MODELS;
D O I
10.1016/j.cie.2011.06.014
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper studies the inverse Data Envelopment Analysis (inverse DEA) for the case of variable returns to scale (inverse BCC). The developed inverse BCC model can preserve relative efficiency values of all decision making units (DMUs) in a new production possibility set composing of all current DMUs and a perturbed DMU with new input and output values. We consider the inverse BCC model for a resource allocation problem, where increases of some outputs and decreases of the other outputs of the considered DMU can be taken into account simultaneously. The inverse BCC problem is in the form of a multi-objective nonlinear programming model (MONLP), which is not easy to solve. We propose a linear programming model, which gives a Pareto-efficient solution to the inverse BCC problem. However, there exists at least an optimal solution to the proposed model if and only if the new output vector is in the set of current production possibility set. The proposed approach is illustrated via a case study of a motorcycle-part company. (C) 2011 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1017 / 1023
页数:7
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