Algorithm for Application of a Basic Model for the Data Envelopment Analysis Method in Technical Systems
The aim of this study is to solve the problem of increasing the efficiency of fuel and energy complex enterprises. Because such enterprises are complex systems, it is difficult to optimize their work, taking into account all the technical indicators of such enterprises. This study proposes to solve...
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| Format: | Article |
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MDPI AG
2023-09-01
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| Series: | Algorithms |
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| Online Access: | https://www.mdpi.com/1999-4893/16/10/460 |
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| author | Mariia Pokushko Alena Stupina Inmaculada Medina-Bulo Svetlana Ezhemanskaya Roman Kuzmich Roman Pokushko |
| author_facet | Mariia Pokushko Alena Stupina Inmaculada Medina-Bulo Svetlana Ezhemanskaya Roman Kuzmich Roman Pokushko |
| author_sort | Mariia Pokushko |
| collection | DOAJ |
| description | The aim of this study is to solve the problem of increasing the efficiency of fuel and energy complex enterprises. Because such enterprises are complex systems, it is difficult to optimize their work, taking into account all the technical indicators of such enterprises. This study proposes to solve this problem by defining an algorithm using the data envelopment analysis (DEA) method. In particular, the algorithm was applied in heating systems using the example of a combined heat and power plant, where the DEA method had not previously been used. Experiments were carried out to improve the efficiency of the combined heat and power plant. Efficiency indicators were calculated, changing inputs and outputs of the model according to the study case to achieve the maximum efficiency of the system. The Charnes; Cooper and Rhodes; and the Banker, Charnes, and Cooper models were tested with good results. The presented methodology and experimental results enabled the DEA method to be applied for the first time to improve the efficiency of fuel and energy companies. |
| first_indexed | 2024-03-10T21:29:57Z |
| format | Article |
| id | doaj.art-0381850454484f2988db790f32a23520 |
| institution | Directory Open Access Journal |
| issn | 1999-4893 |
| language | English |
| last_indexed | 2024-03-10T21:29:57Z |
| publishDate | 2023-09-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Algorithms |
| spelling | doaj.art-0381850454484f2988db790f32a235202023-11-19T15:23:28ZengMDPI AGAlgorithms1999-48932023-09-01161046010.3390/a16100460Algorithm for Application of a Basic Model for the Data Envelopment Analysis Method in Technical SystemsMariia Pokushko0Alena Stupina1Inmaculada Medina-Bulo2Svetlana Ezhemanskaya3Roman Kuzmich4Roman Pokushko5Institute of Business Process Management, Siberian Federal University, Krasnoyarsk 660041, RussiaInstitute of Business Process Management, Siberian Federal University, Krasnoyarsk 660041, RussiaSuperior Engineering School, University of Cadiz, Puerto Real, 11519 Cadiz, SpainInstitute of Business Process Management, Siberian Federal University, Krasnoyarsk 660041, RussiaInstitute of Business Process Management, Siberian Federal University, Krasnoyarsk 660041, RussiaInstitute of Informatics and Telecommunications, Reshetnev Siberian State University of Science and Technology, Krasnoyarsk 660037, RussiaThe aim of this study is to solve the problem of increasing the efficiency of fuel and energy complex enterprises. Because such enterprises are complex systems, it is difficult to optimize their work, taking into account all the technical indicators of such enterprises. This study proposes to solve this problem by defining an algorithm using the data envelopment analysis (DEA) method. In particular, the algorithm was applied in heating systems using the example of a combined heat and power plant, where the DEA method had not previously been used. Experiments were carried out to improve the efficiency of the combined heat and power plant. Efficiency indicators were calculated, changing inputs and outputs of the model according to the study case to achieve the maximum efficiency of the system. The Charnes; Cooper and Rhodes; and the Banker, Charnes, and Cooper models were tested with good results. The presented methodology and experimental results enabled the DEA method to be applied for the first time to improve the efficiency of fuel and energy companies.https://www.mdpi.com/1999-4893/16/10/460algorithmdata envelopment analysisCCR modelBCC modeltechnical systemcombined heat and power plant |
| spellingShingle | Mariia Pokushko Alena Stupina Inmaculada Medina-Bulo Svetlana Ezhemanskaya Roman Kuzmich Roman Pokushko Algorithm for Application of a Basic Model for the Data Envelopment Analysis Method in Technical Systems Algorithms algorithm data envelopment analysis CCR model BCC model technical system combined heat and power plant |
| title | Algorithm for Application of a Basic Model for the Data Envelopment Analysis Method in Technical Systems |
| title_full | Algorithm for Application of a Basic Model for the Data Envelopment Analysis Method in Technical Systems |
| title_fullStr | Algorithm for Application of a Basic Model for the Data Envelopment Analysis Method in Technical Systems |
| title_full_unstemmed | Algorithm for Application of a Basic Model for the Data Envelopment Analysis Method in Technical Systems |
| title_short | Algorithm for Application of a Basic Model for the Data Envelopment Analysis Method in Technical Systems |
| title_sort | algorithm for application of a basic model for the data envelopment analysis method in technical systems |
| topic | algorithm data envelopment analysis CCR model BCC model technical system combined heat and power plant |
| url | https://www.mdpi.com/1999-4893/16/10/460 |
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