Application of Fuzzy Case-Based Reasoning and Fuzzy Analytic Hierarchy Process for Machining Cutter Planning and Control
Cutter planning and control are the crucial problems in machining processes. The current literature indicates that the issue of cutter planning and control problem was not adequately researched in the past in a metal-cutting process. Usually, cutter planning and control problems were addressed using...
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| Format: | Article |
| Language: | English |
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Wiley
2023-01-01
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| Series: | Advances in Fuzzy Systems |
| Online Access: | http://dx.doi.org/10.1155/2023/8072930 |
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| author | Fentahun Moges Kasie Glen Bright |
| author_facet | Fentahun Moges Kasie Glen Bright |
| author_sort | Fentahun Moges Kasie |
| collection | DOAJ |
| description | Cutter planning and control are the crucial problems in machining processes. The current literature indicates that the issue of cutter planning and control problem was not adequately researched in the past in a metal-cutting process. Usually, cutter planning and control problems were addressed using different optimization, simulation, and computer-aided planning (CAP) methods. To bridge this knowledge gap, this study proposed a decision support system (DSS) that can integrate fuzzy case-based reasoning (F-CBR) and fuzzy analytic hierarchy process (F-AHP) methods. This integration was applied to determine hybrid similarity measures between new and prior cases. The study provides new insights into the integration of fuzzy set theory (FST), CBR, and AHP for solving machining cutter planning and control problems. Our proposed system retrieves the best similar prior cases to reuse and adapt them to new order arrivals. A numerical example was illustrated to validate the soundness of the researched DSS. |
| format | Article |
| id | doaj-art-77c7c9f8cc564589b9fb3fa104a2b4d7 |
| institution | OA Journals |
| issn | 1687-711X |
| language | English |
| publishDate | 2023-01-01 |
| publisher | Wiley |
| record_format | Article |
| series | Advances in Fuzzy Systems |
| spelling | doaj-art-77c7c9f8cc564589b9fb3fa104a2b4d72025-08-20T02:07:06ZengWileyAdvances in Fuzzy Systems1687-711X2023-01-01202310.1155/2023/8072930Application of Fuzzy Case-Based Reasoning and Fuzzy Analytic Hierarchy Process for Machining Cutter Planning and ControlFentahun Moges Kasie0Glen Bright1Department of Industrial EngineeringMechanical Engineering DepartmentCutter planning and control are the crucial problems in machining processes. The current literature indicates that the issue of cutter planning and control problem was not adequately researched in the past in a metal-cutting process. Usually, cutter planning and control problems were addressed using different optimization, simulation, and computer-aided planning (CAP) methods. To bridge this knowledge gap, this study proposed a decision support system (DSS) that can integrate fuzzy case-based reasoning (F-CBR) and fuzzy analytic hierarchy process (F-AHP) methods. This integration was applied to determine hybrid similarity measures between new and prior cases. The study provides new insights into the integration of fuzzy set theory (FST), CBR, and AHP for solving machining cutter planning and control problems. Our proposed system retrieves the best similar prior cases to reuse and adapt them to new order arrivals. A numerical example was illustrated to validate the soundness of the researched DSS.http://dx.doi.org/10.1155/2023/8072930 |
| spellingShingle | Fentahun Moges Kasie Glen Bright Application of Fuzzy Case-Based Reasoning and Fuzzy Analytic Hierarchy Process for Machining Cutter Planning and Control Advances in Fuzzy Systems |
| title | Application of Fuzzy Case-Based Reasoning and Fuzzy Analytic Hierarchy Process for Machining Cutter Planning and Control |
| title_full | Application of Fuzzy Case-Based Reasoning and Fuzzy Analytic Hierarchy Process for Machining Cutter Planning and Control |
| title_fullStr | Application of Fuzzy Case-Based Reasoning and Fuzzy Analytic Hierarchy Process for Machining Cutter Planning and Control |
| title_full_unstemmed | Application of Fuzzy Case-Based Reasoning and Fuzzy Analytic Hierarchy Process for Machining Cutter Planning and Control |
| title_short | Application of Fuzzy Case-Based Reasoning and Fuzzy Analytic Hierarchy Process for Machining Cutter Planning and Control |
| title_sort | application of fuzzy case based reasoning and fuzzy analytic hierarchy process for machining cutter planning and control |
| url | http://dx.doi.org/10.1155/2023/8072930 |
| work_keys_str_mv | AT fentahunmogeskasie applicationoffuzzycasebasedreasoningandfuzzyanalytichierarchyprocessformachiningcutterplanningandcontrol AT glenbright applicationoffuzzycasebasedreasoningandfuzzyanalytichierarchyprocessformachiningcutterplanningandcontrol |