An effective freeform surface retrieval approach for potential machining process reuse
With the increasing of the machining process data, which are the direct and effective carrier of knowledge, intelligence and experience of skilled engineers, machining process data-driven intelligent machining process planning is becoming more and more important in manufacturing industries. One of t...
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Veröffentlicht in: | International journal of advanced manufacturing technology 2017-08, Vol.91 (9-12), p.4341-4358 |
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creator | Rui, Huang Junfeng, Jiang Kunjin, He Zhengming, Chen |
description | With the increasing of the machining process data, which are the direct and effective carrier of knowledge, intelligence and experience of skilled engineers, machining process data-driven intelligent machining process planning is becoming more and more important in manufacturing industries. One of the key technologies is to retrieve the similar geometry with machining process reuse value in a fine manner. However, existing 3D CAD model retrieval methods for manufacturing reuse mainly focus on the parts composed of non-freeform surface features machined with 2 1/2-axis CNC milling, while the parts including complex freeform surfaces accounted for a large proportion are little involved. In this paper, a novel freeform surface retrieval approach for potential machining process reuse is presented. First, similar tensor field pattern freeform surface feature is introduced to represent the complex freeform surface into structured freeform surface model. Then, freeform surface content code for accelerating freeform surface retrieval is given to filter out unmatched freeform surfaces efficiently. Moreover, the principal pathline indicating the overall evolution trend of feature pathlines is extracted and represented using D2 shape descriptor to establish the feature similarity assessment model. Finally, sub-graph isomorphism-based matched feature pairs extraction algorithm is presented to calculate the similarity between matched freeform surfaces. A prototype system based on CATIA has been developed to verify the effectiveness of the proposed approach. |
doi_str_mv | 10.1007/s00170-017-0071-1 |
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One of the key technologies is to retrieve the similar geometry with machining process reuse value in a fine manner. However, existing 3D CAD model retrieval methods for manufacturing reuse mainly focus on the parts composed of non-freeform surface features machined with 2 1/2-axis CNC milling, while the parts including complex freeform surfaces accounted for a large proportion are little involved. In this paper, a novel freeform surface retrieval approach for potential machining process reuse is presented. First, similar tensor field pattern freeform surface feature is introduced to represent the complex freeform surface into structured freeform surface model. Then, freeform surface content code for accelerating freeform surface retrieval is given to filter out unmatched freeform surfaces efficiently. Moreover, the principal pathline indicating the overall evolution trend of feature pathlines is extracted and represented using D2 shape descriptor to establish the feature similarity assessment model. Finally, sub-graph isomorphism-based matched feature pairs extraction algorithm is presented to calculate the similarity between matched freeform surfaces. A prototype system based on CATIA has been developed to verify the effectiveness of the proposed approach.</description><identifier>ISSN: 0268-3768</identifier><identifier>EISSN: 1433-3015</identifier><identifier>DOI: 10.1007/s00170-017-0071-1</identifier><language>eng</language><publisher>London: Springer London</publisher><subject>Algorithms ; CAE) and Design ; Computer-Aided Engineering (CAD ; Data processing ; Engineering ; Feature extraction ; Graph matching ; Industrial and Production Engineering ; Isomorphism ; Machine shops ; Machining ; Mechanical Engineering ; Media Management ; Milling (machining) ; Numerical controls ; Original Article ; Process planning ; Production methods ; Retrieval ; Reuse ; Similarity ; Surface geometry ; Surface matching ; Tensors ; Three dimensional models</subject><ispartof>International journal of advanced manufacturing technology, 2017-08, Vol.91 (9-12), p.4341-4358</ispartof><rights>Springer-Verlag London 2017</rights><rights>Copyright Springer Science & Business Media 2017</rights><rights>The International Journal of Advanced Manufacturing Technology is a copyright of Springer, (2017). All Rights Reserved.</rights><rights>Springer-Verlag London 2017.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c372t-79a1576212d79c287bdfe66adda17ad0b595f7acc6f0e959f4f5a0d0b9a887883</citedby><cites>FETCH-LOGICAL-c372t-79a1576212d79c287bdfe66adda17ad0b595f7acc6f0e959f4f5a0d0b9a887883</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://link.springer.com/content/pdf/10.1007/s00170-017-0071-1$$EPDF$$P50$$Gspringer$$H</linktopdf><linktohtml>$$Uhttps://link.springer.com/10.1007/s00170-017-0071-1$$EHTML$$P50$$Gspringer$$H</linktohtml><link.rule.ids>314,776,780,27901,27902,41464,42533,51294</link.rule.ids></links><search><creatorcontrib>Rui, Huang</creatorcontrib><creatorcontrib>Junfeng, Jiang</creatorcontrib><creatorcontrib>Kunjin, He</creatorcontrib><creatorcontrib>Zhengming, Chen</creatorcontrib><title>An effective freeform surface retrieval approach for potential machining process reuse</title><title>International journal of advanced manufacturing technology</title><addtitle>Int J Adv Manuf Technol</addtitle><description>With the increasing of the machining process data, which are the direct and effective carrier of knowledge, intelligence and experience of skilled engineers, machining process data-driven intelligent machining process planning is becoming more and more important in manufacturing industries. One of the key technologies is to retrieve the similar geometry with machining process reuse value in a fine manner. However, existing 3D CAD model retrieval methods for manufacturing reuse mainly focus on the parts composed of non-freeform surface features machined with 2 1/2-axis CNC milling, while the parts including complex freeform surfaces accounted for a large proportion are little involved. In this paper, a novel freeform surface retrieval approach for potential machining process reuse is presented. First, similar tensor field pattern freeform surface feature is introduced to represent the complex freeform surface into structured freeform surface model. Then, freeform surface content code for accelerating freeform surface retrieval is given to filter out unmatched freeform surfaces efficiently. Moreover, the principal pathline indicating the overall evolution trend of feature pathlines is extracted and represented using D2 shape descriptor to establish the feature similarity assessment model. Finally, sub-graph isomorphism-based matched feature pairs extraction algorithm is presented to calculate the similarity between matched freeform surfaces. A prototype system based on CATIA has been developed to verify the effectiveness of the proposed approach.</description><subject>Algorithms</subject><subject>CAE) and Design</subject><subject>Computer-Aided Engineering (CAD</subject><subject>Data processing</subject><subject>Engineering</subject><subject>Feature extraction</subject><subject>Graph matching</subject><subject>Industrial and Production Engineering</subject><subject>Isomorphism</subject><subject>Machine shops</subject><subject>Machining</subject><subject>Mechanical Engineering</subject><subject>Media Management</subject><subject>Milling (machining)</subject><subject>Numerical controls</subject><subject>Original Article</subject><subject>Process planning</subject><subject>Production methods</subject><subject>Retrieval</subject><subject>Reuse</subject><subject>Similarity</subject><subject>Surface geometry</subject><subject>Surface matching</subject><subject>Tensors</subject><subject>Three dimensional models</subject><issn>0268-3768</issn><issn>1433-3015</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2017</creationdate><recordtype>article</recordtype><sourceid>BENPR</sourceid><recordid>eNp9kbtOAzEQRS0EEiHwAXSWqA1-rF9lFPGSItEAreV4x2GjZHexdyPx9xgtBQ1pZjR3zp0pLkLXjN4ySvVdppRpSkohZWSEnaAZq4QggjJ5imaUK0OEVuYcXeS8LbRiyszQ-6LFECOEoTkAjgkgdmmP85iiD4ATDKmBg99h3_ep8-EDlz3uuwHaoSnyvkhN27QbXNYBci6WMcMlOot-l-Hqt8_R28P96_KJrF4en5eLFQlC84Fo65nUijNeaxu40es6glK-rj3TvqZraWXUPgQVKVhpYxWlp0W33hhtjJijm-lu-f45Qh7cthtTW146XllqLKP2OMUV56LSRhyjmOWScym4LhSbqJC6nBNE16dm79OXY9T9ROGmKFwp7icKx4qHT55c2HYD6c_lf03fR7aK6Q</recordid><startdate>20170801</startdate><enddate>20170801</enddate><creator>Rui, Huang</creator><creator>Junfeng, Jiang</creator><creator>Kunjin, He</creator><creator>Zhengming, Chen</creator><general>Springer London</general><general>Springer Nature B.V</general><scope>AAYXX</scope><scope>CITATION</scope><scope>8FE</scope><scope>8FG</scope><scope>ABJCF</scope><scope>AFKRA</scope><scope>BENPR</scope><scope>BGLVJ</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>HCIFZ</scope><scope>L6V</scope><scope>M7S</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PRINS</scope><scope>PTHSS</scope></search><sort><creationdate>20170801</creationdate><title>An effective freeform surface retrieval approach for potential machining process reuse</title><author>Rui, Huang ; Junfeng, Jiang ; Kunjin, He ; Zhengming, Chen</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c372t-79a1576212d79c287bdfe66adda17ad0b595f7acc6f0e959f4f5a0d0b9a887883</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2017</creationdate><topic>Algorithms</topic><topic>CAE) and Design</topic><topic>Computer-Aided Engineering (CAD</topic><topic>Data processing</topic><topic>Engineering</topic><topic>Feature extraction</topic><topic>Graph matching</topic><topic>Industrial and Production Engineering</topic><topic>Isomorphism</topic><topic>Machine shops</topic><topic>Machining</topic><topic>Mechanical Engineering</topic><topic>Media Management</topic><topic>Milling (machining)</topic><topic>Numerical controls</topic><topic>Original Article</topic><topic>Process planning</topic><topic>Production methods</topic><topic>Retrieval</topic><topic>Reuse</topic><topic>Similarity</topic><topic>Surface geometry</topic><topic>Surface matching</topic><topic>Tensors</topic><topic>Three dimensional models</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Rui, Huang</creatorcontrib><creatorcontrib>Junfeng, Jiang</creatorcontrib><creatorcontrib>Kunjin, He</creatorcontrib><creatorcontrib>Zhengming, Chen</creatorcontrib><collection>CrossRef</collection><collection>ProQuest SciTech Collection</collection><collection>ProQuest Technology Collection</collection><collection>Materials Science & Engineering Collection</collection><collection>ProQuest Central UK/Ireland</collection><collection>ProQuest Central</collection><collection>Technology Collection</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central Korea</collection><collection>SciTech Premium Collection</collection><collection>ProQuest Engineering Collection</collection><collection>Engineering Database</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>ProQuest Central China</collection><collection>Engineering Collection</collection><jtitle>International journal of advanced manufacturing technology</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Rui, Huang</au><au>Junfeng, Jiang</au><au>Kunjin, He</au><au>Zhengming, Chen</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>An effective freeform surface retrieval approach for potential machining process reuse</atitle><jtitle>International journal of advanced manufacturing technology</jtitle><stitle>Int J Adv Manuf Technol</stitle><date>2017-08-01</date><risdate>2017</risdate><volume>91</volume><issue>9-12</issue><spage>4341</spage><epage>4358</epage><pages>4341-4358</pages><issn>0268-3768</issn><eissn>1433-3015</eissn><abstract>With the increasing of the machining process data, which are the direct and effective carrier of knowledge, intelligence and experience of skilled engineers, machining process data-driven intelligent machining process planning is becoming more and more important in manufacturing industries. One of the key technologies is to retrieve the similar geometry with machining process reuse value in a fine manner. However, existing 3D CAD model retrieval methods for manufacturing reuse mainly focus on the parts composed of non-freeform surface features machined with 2 1/2-axis CNC milling, while the parts including complex freeform surfaces accounted for a large proportion are little involved. In this paper, a novel freeform surface retrieval approach for potential machining process reuse is presented. First, similar tensor field pattern freeform surface feature is introduced to represent the complex freeform surface into structured freeform surface model. Then, freeform surface content code for accelerating freeform surface retrieval is given to filter out unmatched freeform surfaces efficiently. Moreover, the principal pathline indicating the overall evolution trend of feature pathlines is extracted and represented using D2 shape descriptor to establish the feature similarity assessment model. Finally, sub-graph isomorphism-based matched feature pairs extraction algorithm is presented to calculate the similarity between matched freeform surfaces. A prototype system based on CATIA has been developed to verify the effectiveness of the proposed approach.</abstract><cop>London</cop><pub>Springer London</pub><doi>10.1007/s00170-017-0071-1</doi><tpages>18</tpages></addata></record> |
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subjects | Algorithms CAE) and Design Computer-Aided Engineering (CAD Data processing Engineering Feature extraction Graph matching Industrial and Production Engineering Isomorphism Machine shops Machining Mechanical Engineering Media Management Milling (machining) Numerical controls Original Article Process planning Production methods Retrieval Reuse Similarity Surface geometry Surface matching Tensors Three dimensional models |
title | An effective freeform surface retrieval approach for potential machining process reuse |
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