Type-2 Fuzzy Modeling for Acoustic Emission Signal in Precision Manufacturing
This paper presents an application of type-2 fuzzy logic on acoustic emission (AE) signal modeling in precision manufacturing. Type-2 fuzzy modeling is used to identify the AE signal in precision machining. It provides a simple way to arrive at a definite conclusion without understanding the exact p...
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| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
| Published: |
Wiley
2011-01-01
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| Series: | Modelling and Simulation in Engineering |
| Online Access: | http://dx.doi.org/10.1155/2011/696947 |
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| _version_ | 1850224313914884096 |
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| author | Qun Ren Luc Baron Marek Balazinski |
| author_facet | Qun Ren Luc Baron Marek Balazinski |
| author_sort | Qun Ren |
| collection | DOAJ |
| description | This paper presents an application of type-2 fuzzy logic on acoustic emission (AE) signal modeling in precision manufacturing. Type-2 fuzzy modeling is used to identify the AE signal in precision machining. It provides a simple way to arrive at a definite conclusion without understanding the exact physics of the machining process. Moreover, the interval set of the output from the type-2 fuzzy approach assesses the information about the uncertainty in the AE signal, which can be of great value for investigation of tool wear conditions. Experiments show that the development of the AE signal uncertainty trend corresponds to that of the tool wear. Information from the AE uncertainty scheme can be used to make decisions or investigate the tool condition so as to enhance the reliability of tool wear. |
| format | Article |
| id | doaj-art-508dc2f35a67466abb4caf9754bf0472 |
| institution | OA Journals |
| issn | 1687-5591 1687-5605 |
| language | English |
| publishDate | 2011-01-01 |
| publisher | Wiley |
| record_format | Article |
| series | Modelling and Simulation in Engineering |
| spelling | doaj-art-508dc2f35a67466abb4caf9754bf04722025-08-20T02:05:40ZengWileyModelling and Simulation in Engineering1687-55911687-56052011-01-01201110.1155/2011/696947696947Type-2 Fuzzy Modeling for Acoustic Emission Signal in Precision ManufacturingQun Ren0Luc Baron1Marek Balazinski2Department of Mechanical Engineering, Ecole Polytechnique de Montreal, CP 6079, Succursale Centre-Ville, Montreal, QC, H3C 3A7, CanadaDepartment of Mechanical Engineering, Ecole Polytechnique de Montreal, CP 6079, Succursale Centre-Ville, Montreal, QC, H3C 3A7, CanadaDepartment of Mechanical Engineering, Ecole Polytechnique de Montreal, CP 6079, Succursale Centre-Ville, Montreal, QC, H3C 3A7, CanadaThis paper presents an application of type-2 fuzzy logic on acoustic emission (AE) signal modeling in precision manufacturing. Type-2 fuzzy modeling is used to identify the AE signal in precision machining. It provides a simple way to arrive at a definite conclusion without understanding the exact physics of the machining process. Moreover, the interval set of the output from the type-2 fuzzy approach assesses the information about the uncertainty in the AE signal, which can be of great value for investigation of tool wear conditions. Experiments show that the development of the AE signal uncertainty trend corresponds to that of the tool wear. Information from the AE uncertainty scheme can be used to make decisions or investigate the tool condition so as to enhance the reliability of tool wear.http://dx.doi.org/10.1155/2011/696947 |
| spellingShingle | Qun Ren Luc Baron Marek Balazinski Type-2 Fuzzy Modeling for Acoustic Emission Signal in Precision Manufacturing Modelling and Simulation in Engineering |
| title | Type-2 Fuzzy Modeling for Acoustic Emission Signal in Precision Manufacturing |
| title_full | Type-2 Fuzzy Modeling for Acoustic Emission Signal in Precision Manufacturing |
| title_fullStr | Type-2 Fuzzy Modeling for Acoustic Emission Signal in Precision Manufacturing |
| title_full_unstemmed | Type-2 Fuzzy Modeling for Acoustic Emission Signal in Precision Manufacturing |
| title_short | Type-2 Fuzzy Modeling for Acoustic Emission Signal in Precision Manufacturing |
| title_sort | type 2 fuzzy modeling for acoustic emission signal in precision manufacturing |
| url | http://dx.doi.org/10.1155/2011/696947 |
| work_keys_str_mv | AT qunren type2fuzzymodelingforacousticemissionsignalinprecisionmanufacturing AT lucbaron type2fuzzymodelingforacousticemissionsignalinprecisionmanufacturing AT marekbalazinski type2fuzzymodelingforacousticemissionsignalinprecisionmanufacturing |