Selection Methodology of Energy Consumption Model Based on Data Envelopment Analysis
The energy efficiency monitoring methods in industry are based on statistical modeling of energy consumption. In the present paper, the widely used method of energy efficiency monitoring “Monitoring and Targeting systems” has been considered, highlighting one of the most important issues — selection...
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2016-12-01
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| Series: | Electrical, Control and Communication Engineering |
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| Online Access: | https://doi.org/10.1515/ecce-2016-0006 |
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doaj-77e994419c9948669cf17db00986f7d62021-09-05T20:44:46ZengSciendoElectrical, Control and Communication Engineering 2255-91592016-12-0111151210.1515/ecce-2016-0006ecce-2016-0006Selection Methodology of Energy Consumption Model Based on Data Envelopment AnalysisNakhodov Vladimir0Baskys Algirdas1Skeie Nils-Olav2Pfeiffer Carlos F.3Dmytro Ivanko4Associate Professor, National Technical University of Ukraine “Kyiv Polytechnic Institute”Professor, Vilnius Gediminas Technical University, Center for Physical Science and TechnologyAssociate Professor, Telemark University College, NorwayProfessor, Telemark University College, NorwayPh.D. student, Vilnius Gediminas Technical University, National Technical University of Ukraine “Kyiv Polytechnic Institute”The energy efficiency monitoring methods in industry are based on statistical modeling of energy consumption. In the present paper, the widely used method of energy efficiency monitoring “Monitoring and Targeting systems” has been considered, highlighting one of the most important issues — selection of the proper mathematical model of energy consumption. The paper gives a list of different models that can be applied in the corresponding systems. The numbers of criteria that estimate certain characteristics of the mathematical model are represented. The traditional criteria of model adequacy and the “additional” criteria, which allow estimating the model characteristics more precisely, are proposed for choosing the mathematical model of energy consumption in “Monitoring and Targeting systems”. In order to provide the comparison of different models by several criteria simultaneously, an approach based on Data Envelopment Analysis is proposed. Such approach allows providing a more accurate and reliable energy efficiency monitoring.https://doi.org/10.1515/ecce-2016-0006energy consumptionenergy efficiencydata modelsproduction management |
| collection |
DOAJ |
| language |
English |
| format |
Article |
| sources |
DOAJ |
| author |
Nakhodov Vladimir Baskys Algirdas Skeie Nils-Olav Pfeiffer Carlos F. Dmytro Ivanko |
| spellingShingle |
Nakhodov Vladimir Baskys Algirdas Skeie Nils-Olav Pfeiffer Carlos F. Dmytro Ivanko Selection Methodology of Energy Consumption Model Based on Data Envelopment Analysis Electrical, Control and Communication Engineering energy consumption energy efficiency data models production management |
| author_facet |
Nakhodov Vladimir Baskys Algirdas Skeie Nils-Olav Pfeiffer Carlos F. Dmytro Ivanko |
| author_sort |
Nakhodov Vladimir |
| title |
Selection Methodology of Energy Consumption Model Based on Data Envelopment Analysis |
| title_short |
Selection Methodology of Energy Consumption Model Based on Data Envelopment Analysis |
| title_full |
Selection Methodology of Energy Consumption Model Based on Data Envelopment Analysis |
| title_fullStr |
Selection Methodology of Energy Consumption Model Based on Data Envelopment Analysis |
| title_full_unstemmed |
Selection Methodology of Energy Consumption Model Based on Data Envelopment Analysis |
| title_sort |
selection methodology of energy consumption model based on data envelopment analysis |
| publisher |
Sciendo |
| series |
Electrical, Control and Communication Engineering |
| issn |
2255-9159 |
| publishDate |
2016-12-01 |
| description |
The energy efficiency monitoring methods in industry are based on statistical modeling of energy consumption. In the present paper, the widely used method of energy efficiency monitoring “Monitoring and Targeting systems” has been considered, highlighting one of the most important issues — selection of the proper mathematical model of energy consumption. The paper gives a list of different models that can be applied in the corresponding systems. The numbers of criteria that estimate certain characteristics of the mathematical model are represented. The traditional criteria of model adequacy and the “additional” criteria, which allow estimating the model characteristics more precisely, are proposed for choosing the mathematical model of energy consumption in “Monitoring and Targeting systems”. In order to provide the comparison of different models by several criteria simultaneously, an approach based on Data Envelopment Analysis is proposed. Such approach allows providing a more accurate and reliable energy efficiency monitoring. |
| topic |
energy consumption energy efficiency data models production management |
| url |
https://doi.org/10.1515/ecce-2016-0006 |
| work_keys_str_mv |
AT nakhodovvladimir selectionmethodologyofenergyconsumptionmodelbasedondataenvelopmentanalysis AT baskysalgirdas selectionmethodologyofenergyconsumptionmodelbasedondataenvelopmentanalysis AT skeienilsolav selectionmethodologyofenergyconsumptionmodelbasedondataenvelopmentanalysis AT pfeiffercarlosf selectionmethodologyofenergyconsumptionmodelbasedondataenvelopmentanalysis AT dmytroivanko selectionmethodologyofenergyconsumptionmodelbasedondataenvelopmentanalysis |
| _version_ |
1717785186159034368 |