A Spherical Fuzzy Multi-Criteria Decision-Making Model for Industry 4.0 Performance Measurement
In recent years, efficient processes have become increasingly important because of high-level competition in the production industry. The concept of Industry 4.0 is a relatively new and effective method for managing production processes. Because the Industry 4.0 implementation process includes conne...
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| Format: | Article |
| Language: | English |
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MDPI AG
2022-07-01
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| Series: | Axioms |
| Subjects: | |
| Online Access: | https://www.mdpi.com/2075-1680/11/7/325 |
| _version_ | 1797407429293506560 |
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| author | Yavuz Selim Ozdemir |
| author_facet | Yavuz Selim Ozdemir |
| author_sort | Yavuz Selim Ozdemir |
| collection | DOAJ |
| description | In recent years, efficient processes have become increasingly important because of high-level competition in the production industry. The concept of Industry 4.0 is a relatively new and effective method for managing production processes. Because the Industry 4.0 implementation process includes connections between objects, humans, and systems, it is quite difficult to evaluate and measure the performance. At this stage, performance criteria can be applied. However, linguistic evaluation of criteria makes the problem too complicated to solve. The purpose of this paper is to present a novel fuzzy performance measurement model for Industry 4.0 in small and medium-sized manufacturing firms. A hybrid spherical fuzzy analytic hierarchy process (SF-AHP)—weighted score methodology (WSM) is proposed for the performance measurement and scoring process. In the application part of this paper, the propounded methodology was applied to five companies. The results of this study can be used as a reference for experts in the performance measurement of the Industry 4.0 process. |
| first_indexed | 2024-03-09T03:42:22Z |
| format | Article |
| id | doaj.art-4a4ed5f6dc1b42e79d6f76bec661c0eb |
| institution | Directory Open Access Journal |
| issn | 2075-1680 |
| language | English |
| last_indexed | 2024-03-09T03:42:22Z |
| publishDate | 2022-07-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Axioms |
| spelling | doaj.art-4a4ed5f6dc1b42e79d6f76bec661c0eb2023-12-03T14:39:19ZengMDPI AGAxioms2075-16802022-07-0111732510.3390/axioms11070325A Spherical Fuzzy Multi-Criteria Decision-Making Model for Industry 4.0 Performance MeasurementYavuz Selim Ozdemir0Department of Industrial Engineering, Ankara Science University, 06200 Ankara, TürkiyeIn recent years, efficient processes have become increasingly important because of high-level competition in the production industry. The concept of Industry 4.0 is a relatively new and effective method for managing production processes. Because the Industry 4.0 implementation process includes connections between objects, humans, and systems, it is quite difficult to evaluate and measure the performance. At this stage, performance criteria can be applied. However, linguistic evaluation of criteria makes the problem too complicated to solve. The purpose of this paper is to present a novel fuzzy performance measurement model for Industry 4.0 in small and medium-sized manufacturing firms. A hybrid spherical fuzzy analytic hierarchy process (SF-AHP)—weighted score methodology (WSM) is proposed for the performance measurement and scoring process. In the application part of this paper, the propounded methodology was applied to five companies. The results of this study can be used as a reference for experts in the performance measurement of the Industry 4.0 process.https://www.mdpi.com/2075-1680/11/7/325Industry 4.0spherical fuzzy AHPperformance measurementMCDM |
| spellingShingle | Yavuz Selim Ozdemir A Spherical Fuzzy Multi-Criteria Decision-Making Model for Industry 4.0 Performance Measurement Axioms Industry 4.0 spherical fuzzy AHP performance measurement MCDM |
| title | A Spherical Fuzzy Multi-Criteria Decision-Making Model for Industry 4.0 Performance Measurement |
| title_full | A Spherical Fuzzy Multi-Criteria Decision-Making Model for Industry 4.0 Performance Measurement |
| title_fullStr | A Spherical Fuzzy Multi-Criteria Decision-Making Model for Industry 4.0 Performance Measurement |
| title_full_unstemmed | A Spherical Fuzzy Multi-Criteria Decision-Making Model for Industry 4.0 Performance Measurement |
| title_short | A Spherical Fuzzy Multi-Criteria Decision-Making Model for Industry 4.0 Performance Measurement |
| title_sort | spherical fuzzy multi criteria decision making model for industry 4 0 performance measurement |
| topic | Industry 4.0 spherical fuzzy AHP performance measurement MCDM |
| url | https://www.mdpi.com/2075-1680/11/7/325 |
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