New network data envelopment analysis approaches: an application in measuring sustainable operation of combined cycle power plants

Nowadays, organizations deal with numerous economic, environmental, and social problems. To have sustainable operations, they have begun to incorporate environmental and social concerns into conventional economic objectives. A combined cycle power plant (CCPP) is a good instance of an open system wi...

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Vydané v:Journal of cleaner production Ročník 108; s. 232 - 246
Hlavní autori: Faramarzi, Gholam Reza, Khodakarami, Mohsen, Shabani, Amir, Farzipoor Saen, Reza, Azad, Fatemeh
Médium: Journal Article
Jazyk:English
Vydavateľské údaje: Elsevier Ltd 01.12.2015
Predmet:
Combined cycle power plants
Multiple objective linear programming
Network data envelopment analysis
power plants
Returns to scale
social problems
Sustainability
Returns to scale
Sustainability
Network data envelopment analysis
Multiple objective linear programming
Combined cycle power plants
ISSN:0959-6526, 1879-1786
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Shrnutí:Nowadays, organizations deal with numerous economic, environmental, and social problems. To have sustainable operations, they have begun to incorporate environmental and social concerns into conventional economic objectives. A combined cycle power plant (CCPP) is a good instance of an open system with multistage processes and interconnected activities. Efficiency evaluation of CCPPs is a complex task since there exist a variety of inputs (outputs) which enter into any stages of network. Additionally, there might be intermediate products which are consumed by the same power plants. We call such factors “loop” intermediate measures. To measure efficiency of CCPPs, network data envelopment analysis (NDEA) is used. This paper proposes new NDEA models to evaluate efficiency of CCPPs. The proposed models calculate the efficiency of power plants and their sub-sectors under both CRS (constant returns to scale) and VRS (variable returns to scale) assumptions. This paper provides a comprehensive analysis for returns to scale. We apply the new NDEA models to measure relative efficiency of CCPPs. •This paper provides a comprehensive analysis on returns to scale for DMUs with network structures.•The proposed models are run only one time in order to obtain efficiency of DMUs and their stages.•In our proposed models, weights of stages are unknown and their optimal values are determined.•A wide review of the most recent works on estimation of efficiency and sustainability of power plants has been done.
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ISSN:0959-6526
1879-1786
DOI:10.1016/j.jclepro.2015.06.065