Evaluation of Continuous Two-stage Structures: A New Multi-objective Network Data Envelopment Analysis (MO-NDEA) Approach
<strong>Objective:</strong> Traditional DEA models cannot determine the source of inefficiency for structures with more than one stage (network structures). Continuous two-stage structures are one of the most applicable and basic network structures, and one of their main challenges is de...
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doaj-43b13da0e1b44745b63ed380ca40c7972020-11-25T02:19:27ZfasUniversity of Tehranمدیریت صنعتی2008-58852423-53692019-11-0111348751610.22059/imj.2019.280013.100758574572Evaluation of Continuous Two-stage Structures: A New Multi-objective Network Data Envelopment Analysis (MO-NDEA) ApproachReza Soleymani Damaneh0Assistant Prof., Department of Management, Faculty of Economic and Administrative Sciences, Vali-e-Asr University of Rafsanjan, Rafsanjan, Iran.<strong>Objective:</strong> Traditional DEA models cannot determine the source of inefficiency for structures with more than one stage (network structures). Continuous two-stage structures are one of the most applicable and basic network structures, and one of their main challenges is determining the relationship between the total efficiency and the efficiency of the stage and also determining the optimum amount of intermediate variables. The available models in solving the challenges and calculating the efficiency have orib or aren’t applicable for all two-stage structures. The purpose of this study is developing a multi-objective network DEA model that doesn’t have the weaknesses of the previous model. <strong>Methods:</strong> In this study, it is attempted to develop a multi-objective model with a composition approach that considers the efficiency of the stages simultaneously, and also to interpret the results geometrically and compare it with the available models. The presented model was developed to multi-optimal and VRS conditions. <strong>Results:</strong> In all the models, efficiencies are between zero to one and a unit is network efficient only and only when it is efficient in both stages. <strong>Conclusion:</strong> The presented model was used in an applicable example to evaluate the sustainability of 17 supply chains and the results showed that the model does a realistic evaluation in comparison to the traditional models. In the end, the model priority over the literature review models was mentioned with examples.https://imj.ut.ac.ir/article_74572_e25112a4d2b2286d2fdd16bf0e17f504.pdfnetwork deaperformance evaluationtwo-stage structuresmulti-objective modelsefficiency |
collection |
DOAJ |
language |
fas |
format |
Article |
sources |
DOAJ |
author |
Reza Soleymani Damaneh |
spellingShingle |
Reza Soleymani Damaneh Evaluation of Continuous Two-stage Structures: A New Multi-objective Network Data Envelopment Analysis (MO-NDEA) Approach مدیریت صنعتی network dea performance evaluation two-stage structures multi-objective models efficiency |
author_facet |
Reza Soleymani Damaneh |
author_sort |
Reza Soleymani Damaneh |
title |
Evaluation of Continuous Two-stage Structures: A New Multi-objective Network Data Envelopment Analysis (MO-NDEA) Approach |
title_short |
Evaluation of Continuous Two-stage Structures: A New Multi-objective Network Data Envelopment Analysis (MO-NDEA) Approach |
title_full |
Evaluation of Continuous Two-stage Structures: A New Multi-objective Network Data Envelopment Analysis (MO-NDEA) Approach |
title_fullStr |
Evaluation of Continuous Two-stage Structures: A New Multi-objective Network Data Envelopment Analysis (MO-NDEA) Approach |
title_full_unstemmed |
Evaluation of Continuous Two-stage Structures: A New Multi-objective Network Data Envelopment Analysis (MO-NDEA) Approach |
title_sort |
evaluation of continuous two-stage structures: a new multi-objective network data envelopment analysis (mo-ndea) approach |
publisher |
University of Tehran |
series |
مدیریت صنعتی |
issn |
2008-5885 2423-5369 |
publishDate |
2019-11-01 |
description |
<strong>Objective:</strong> Traditional DEA models cannot determine the source of inefficiency for structures with more than one stage (network structures). Continuous two-stage structures are one of the most applicable and basic network structures, and one of their main challenges is determining the relationship between the total efficiency and the efficiency of the stage and also determining the optimum amount of intermediate variables. The available models in solving the challenges and calculating the efficiency have orib or aren’t applicable for all two-stage structures. The purpose of this study is developing a multi-objective network DEA model that doesn’t have the weaknesses of the previous model.
<strong>Methods:</strong> In this study, it is attempted to develop a multi-objective model with a composition approach that considers the efficiency of the stages simultaneously, and also to interpret the results geometrically and compare it with the available models. The presented model was developed to multi-optimal and VRS conditions.
<strong>Results:</strong> In all the models, efficiencies are between zero to one and a unit is network efficient only and only when it is efficient in both stages.
<strong>Conclusion:</strong> The presented model was used in an applicable example to evaluate the sustainability of 17 supply chains and the results showed that the model does a realistic evaluation in comparison to the traditional models. In the end, the model priority over the literature review models was mentioned with examples. |
topic |
network dea performance evaluation two-stage structures multi-objective models efficiency |
url |
https://imj.ut.ac.ir/article_74572_e25112a4d2b2286d2fdd16bf0e17f504.pdf |
work_keys_str_mv |
AT rezasoleymanidamaneh evaluationofcontinuoustwostagestructuresanewmultiobjectivenetworkdataenvelopmentanalysismondeaapproach |
_version_ |
1724876880192995328 |