Application of entropy functions in on-line vibration classification for cylindrical plunge grinding
During cylindrical grinding processes, two types of regenerative chatter- workpiece and grinding wheel-may degrade the accuracy of the surface finish. To maintain productivity and quality, a closed-loop vibration control system should be provided for the grinding system. An algorithm for automated c...
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Veröffentlicht in: | International journal of production research 1994-06, Vol.32 (6), p.1477-1487 |
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creator | FU, J. C. MORI, K. YOKOMICH, M. |
description | During cylindrical grinding processes, two types of regenerative chatter- workpiece and grinding wheel-may degrade the accuracy of the surface finish. To maintain productivity and quality, a closed-loop vibration control system should be provided for the grinding system. An algorithm for automated classification of chatter by type is essential in developing such a system. In this paper, an entropy technique is introduced to classify regenerative chatter by type based on the vibration spectrum, the performance of this scheme is compared with that of a neural network approach. Experimental results show that the entropy system yields the same performance as the neural network. Because the entropy technique has several practical advantages, it may be judged preferable for monitoring of cylindrical grinding chatter. This paper also describes the theoretical background of the entropy technique in classifying regenerative chatter. |
doi_str_mv | 10.1080/00207549408957011 |
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C. ; MORI, K. ; YOKOMICH, M.</creator><creatorcontrib>FU, J. C. ; MORI, K. ; YOKOMICH, M.</creatorcontrib><description>During cylindrical grinding processes, two types of regenerative chatter- workpiece and grinding wheel-may degrade the accuracy of the surface finish. To maintain productivity and quality, a closed-loop vibration control system should be provided for the grinding system. An algorithm for automated classification of chatter by type is essential in developing such a system. In this paper, an entropy technique is introduced to classify regenerative chatter by type based on the vibration spectrum, the performance of this scheme is compared with that of a neural network approach. Experimental results show that the entropy system yields the same performance as the neural network. Because the entropy technique has several practical advantages, it may be judged preferable for monitoring of cylindrical grinding chatter. This paper also describes the theoretical background of the entropy technique in classifying regenerative chatter.</description><identifier>ISSN: 0020-7543</identifier><identifier>EISSN: 1366-588X</identifier><identifier>DOI: 10.1080/00207549408957011</identifier><identifier>CODEN: IJPRB8</identifier><language>eng</language><publisher>London: Taylor & Francis Group</publisher><subject>Applied sciences ; Exact sciences and technology ; Metals. Metallurgy ; Polishing. 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C.</creatorcontrib><creatorcontrib>MORI, K.</creatorcontrib><creatorcontrib>YOKOMICH, M.</creatorcontrib><title>Application of entropy functions in on-line vibration classification for cylindrical plunge grinding</title><title>International journal of production research</title><description>During cylindrical grinding processes, two types of regenerative chatter- workpiece and grinding wheel-may degrade the accuracy of the surface finish. To maintain productivity and quality, a closed-loop vibration control system should be provided for the grinding system. An algorithm for automated classification of chatter by type is essential in developing such a system. In this paper, an entropy technique is introduced to classify regenerative chatter by type based on the vibration spectrum, the performance of this scheme is compared with that of a neural network approach. Experimental results show that the entropy system yields the same performance as the neural network. Because the entropy technique has several practical advantages, it may be judged preferable for monitoring of cylindrical grinding chatter. This paper also describes the theoretical background of the entropy technique in classifying regenerative chatter.</description><subject>Applied sciences</subject><subject>Exact sciences and technology</subject><subject>Metals. Metallurgy</subject><subject>Polishing. Blast cleaning</subject><subject>Production techniques</subject><subject>Surface treatment</subject><issn>0020-7543</issn><issn>1366-588X</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>1994</creationdate><recordtype>article</recordtype><recordid>eNp1kE9LxDAQxYMouK5-AG89iLfqJGmaLnhZFv_BghcFbyVNkyWSTWrSKvvtTemuF3EuA29-b4Z5CF1iuMFQwS0AAc6KRQHVgnHA-AjNMC3LnFXV-zGajfM8AfQUncX4AalYVcxQu-w6a6TojXeZ15lyffDdLtODk6MWM5N0l1vjVPZlmjCR0ooYjT4YtQ-Z3CWmDUmyWWcHt1HZJiTFuM05OtHCRnWx73P09nD_unrK1y-Pz6vlOpeE4z6nHCiXAhMsBVtAyxe8YgUpMa2qFmvCywZw03Cu9YhwLrDUhDWgiWxVIegcXU97u-A_BxX7emuiVNYKp_wQa1IyKIDRBOIJlMHHGJSuu2C2IuxqDPWYZ_0nz-S52i8XMf2og3DSxF9jQShmGBJ2N2HGpVS24tsH29a92FkfDh76_5UfLbWJFw</recordid><startdate>19940601</startdate><enddate>19940601</enddate><creator>FU, J. 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Blast cleaning</topic><topic>Production techniques</topic><topic>Surface treatment</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>FU, J. C.</creatorcontrib><creatorcontrib>MORI, K.</creatorcontrib><creatorcontrib>YOKOMICH, M.</creatorcontrib><collection>Pascal-Francis</collection><collection>CrossRef</collection><collection>Technology Research Database</collection><collection>ANTE: Abstracts in New Technology & Engineering</collection><collection>Engineering Research Database</collection><jtitle>International journal of production research</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>FU, J. C.</au><au>MORI, K.</au><au>YOKOMICH, M.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Application of entropy functions in on-line vibration classification for cylindrical plunge grinding</atitle><jtitle>International journal of production research</jtitle><date>1994-06-01</date><risdate>1994</risdate><volume>32</volume><issue>6</issue><spage>1477</spage><epage>1487</epage><pages>1477-1487</pages><issn>0020-7543</issn><eissn>1366-588X</eissn><coden>IJPRB8</coden><abstract>During cylindrical grinding processes, two types of regenerative chatter- workpiece and grinding wheel-may degrade the accuracy of the surface finish. To maintain productivity and quality, a closed-loop vibration control system should be provided for the grinding system. An algorithm for automated classification of chatter by type is essential in developing such a system. In this paper, an entropy technique is introduced to classify regenerative chatter by type based on the vibration spectrum, the performance of this scheme is compared with that of a neural network approach. Experimental results show that the entropy system yields the same performance as the neural network. Because the entropy technique has several practical advantages, it may be judged preferable for monitoring of cylindrical grinding chatter. This paper also describes the theoretical background of the entropy technique in classifying regenerative chatter.</abstract><cop>London</cop><cop>Washington, DC</cop><pub>Taylor & Francis Group</pub><doi>10.1080/00207549408957011</doi><tpages>11</tpages></addata></record> |
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source | Business Source Complete; Taylor & Francis:Master (3349 titles) |
subjects | Applied sciences Exact sciences and technology Metals. Metallurgy Polishing. Blast cleaning Production techniques Surface treatment |
title | Application of entropy functions in on-line vibration classification for cylindrical plunge grinding |
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