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Units invariant DEA when weight restrictions are present: ecological performance of US electricity industry.

Authors :
Cook, Wade
Du, Juan
Zhu, Joe
Source :
Annals of Operations Research. Aug2017, Vol. 255 Issue 1/2, p323-346. 24p.
Publication Year :
2017

Abstract

Electricity generation currently is the main industrial source of air emissions in the United States. Both researchers and practitioners are interested in conducting studies to evaluate the ecological performance of this industry, in order to propose solutions to curb emissions of air pollutants and to improve the efficiency of converting fossil resources into electric energy. In this paper, data envelopment analysis (DEA) is used to assess ecological efficiency where air emissions are used as undesirable outputs. Although conventional DEA does not require a priori information on the input and output weights, weight restrictions can be incorporated to reflect a user's preference over the performance metrics, or to refine the DEA results. Adding weight restrictions voids the fact that DEA scores are independent of the units of measurement. To incorporate weight constraints in ecological efficiency assessment, this paper develops a DEA model that is units-invariant when weight restrictions are imposed. Moreover, the proposed model is equivalent to the standard units-invariant DEA model when weight restrictions are not present. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
02545330
Volume :
255
Issue :
1/2
Database :
Academic Search Index
Journal :
Annals of Operations Research
Publication Type :
Academic Journal
Accession number :
124316254
Full Text :
https://doi.org/10.1007/s10479-015-1881-x