A Compensation Method for Enhancing Aviation Drilling Robot Accuracy Based on Co-Kriging
The positional error of aviation drilling robot has a great influence on the strength and lives of aircrafts in the aircraft assembly. In order to improve the position accuracy of aviation drilling robot, an error compensation method based on co-kriging is proposed in this paper. The error similarit...
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Veröffentlicht in: | International journal of precision engineering and manufacturing 2018-08, Vol.19 (8), p.1133-1142 |
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description | The positional error of aviation drilling robot has a great influence on the strength and lives of aircrafts in the aircraft assembly. In order to improve the position accuracy of aviation drilling robot, an error compensation method based on co-kriging is proposed in this paper. The error similarity based on the kinematic of drilling robot is proposed firstly. Then, the positional errors of a set of points in the workspace are measured by using precision laser tracker. The measurement data are used to fit the cross-variogram of positional error. After the cross-variogram is obtained, the predicted positional errors of verification points can be estimated based on co-kriging. The positions after compensation are given to the drilling robot. The proposed method is carried out on an aviation drilling robot for practical compensation to verify the correctness and effectiveness of the error compensation method. The experimental results show that the average absolute positional error is reduced to 0.1150 mm from 0.7168 mm, and that the maximum absolute positional error is reduced to 0.2664 mm from 1.3073 mm. The experimental results also demonstrate that the proposed method can improve the absolute position accuracy of aviation robot and could meet the requirement of aircraft assembly. |
doi_str_mv | 10.1007/s12541-018-0134-8 |
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In order to improve the position accuracy of aviation drilling robot, an error compensation method based on co-kriging is proposed in this paper. The error similarity based on the kinematic of drilling robot is proposed firstly. Then, the positional errors of a set of points in the workspace are measured by using precision laser tracker. The measurement data are used to fit the cross-variogram of positional error. After the cross-variogram is obtained, the predicted positional errors of verification points can be estimated based on co-kriging. The positions after compensation are given to the drilling robot. The proposed method is carried out on an aviation drilling robot for practical compensation to verify the correctness and effectiveness of the error compensation method. The experimental results show that the average absolute positional error is reduced to 0.1150 mm from 0.7168 mm, and that the maximum absolute positional error is reduced to 0.2664 mm from 1.3073 mm. The experimental results also demonstrate that the proposed method can improve the absolute position accuracy of aviation robot and could meet the requirement of aircraft assembly.</description><identifier>ISSN: 2234-7593</identifier><identifier>EISSN: 2005-4602</identifier><identifier>DOI: 10.1007/s12541-018-0134-8</identifier><language>eng</language><publisher>Seoul: Korean Society for Precision Engineering</publisher><subject>Accuracy ; Aircraft ; Assembly ; Aviation ; Compensation ; Drilling ; Engineering ; Error compensation ; Error correction ; Industrial and Production Engineering ; Kriging ; Materials Science ; Regular Paper ; Robots</subject><ispartof>International journal of precision engineering and manufacturing, 2018-08, Vol.19 (8), p.1133-1142</ispartof><rights>Korean Society for Precision Engineering and Springer-Verlag GmbH Germany, part of Springer Nature 2018</rights><rights>Copyright Springer Science & Business Media 2018</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c350t-22963824e75997140877f4bea81bc738540c60e2dd392ef0afb8275619d02f843</citedby><cites>FETCH-LOGICAL-c350t-22963824e75997140877f4bea81bc738540c60e2dd392ef0afb8275619d02f843</cites><orcidid>0000-0002-3620-4318</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://link.springer.com/content/pdf/10.1007/s12541-018-0134-8$$EPDF$$P50$$Gspringer$$H</linktopdf><linktohtml>$$Uhttps://link.springer.com/10.1007/s12541-018-0134-8$$EHTML$$P50$$Gspringer$$H</linktohtml><link.rule.ids>314,780,784,27923,27924,41487,42556,51318</link.rule.ids></links><search><creatorcontrib>Chen, Dongdong</creatorcontrib><creatorcontrib>Yuan, Peijiang</creatorcontrib><creatorcontrib>Wang, Tianmiao</creatorcontrib><creatorcontrib>Cai, Ying</creatorcontrib><creatorcontrib>Xue, Lei</creatorcontrib><title>A Compensation Method for Enhancing Aviation Drilling Robot Accuracy Based on Co-Kriging</title><title>International journal of precision engineering and manufacturing</title><addtitle>Int. J. Precis. Eng. Manuf</addtitle><description>The positional error of aviation drilling robot has a great influence on the strength and lives of aircrafts in the aircraft assembly. In order to improve the position accuracy of aviation drilling robot, an error compensation method based on co-kriging is proposed in this paper. The error similarity based on the kinematic of drilling robot is proposed firstly. Then, the positional errors of a set of points in the workspace are measured by using precision laser tracker. The measurement data are used to fit the cross-variogram of positional error. After the cross-variogram is obtained, the predicted positional errors of verification points can be estimated based on co-kriging. The positions after compensation are given to the drilling robot. The proposed method is carried out on an aviation drilling robot for practical compensation to verify the correctness and effectiveness of the error compensation method. The experimental results show that the average absolute positional error is reduced to 0.1150 mm from 0.7168 mm, and that the maximum absolute positional error is reduced to 0.2664 mm from 1.3073 mm. The experimental results also demonstrate that the proposed method can improve the absolute position accuracy of aviation robot and could meet the requirement of aircraft assembly.</description><subject>Accuracy</subject><subject>Aircraft</subject><subject>Assembly</subject><subject>Aviation</subject><subject>Compensation</subject><subject>Drilling</subject><subject>Engineering</subject><subject>Error compensation</subject><subject>Error correction</subject><subject>Industrial and Production Engineering</subject><subject>Kriging</subject><subject>Materials Science</subject><subject>Regular Paper</subject><subject>Robots</subject><issn>2234-7593</issn><issn>2005-4602</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2018</creationdate><recordtype>article</recordtype><recordid>eNp1kE1LAzEQhoMoWLQ_wFvA8-pkkt1kj2utH1gRRMFbyGaz7Uq7qclW6L83ZQVPHoYZZp53ZngJuWBwxQDkdWSYC5YBUym4yNQRmSBAnokC8DjVmJoyL_kpmcbY1cAZFjxXxYR8VHTmN1vXRzN0vqfPblj5hrY-0Hm_Mr3t-iWtvrtxehu69frQefW1H2hl7S4Yu6c3JrqGJmDms6fQLRNyTk5as45u-pvPyPvd_G32kC1e7h9n1SKzPIchQywLrlC49F4pmQAlZStqZxSrreQqF2ALcNg0vETXgmlrhTIvWNkAtkrwM3I57t0G_7VzcdCffhf6dFIjqIIjY1wmio2UDT7G4Fq9Dd3GhL1moA8e6tFDnTzUBw-1ShocNTGx_dKFv83_i34ANRFxzQ</recordid><startdate>20180801</startdate><enddate>20180801</enddate><creator>Chen, Dongdong</creator><creator>Yuan, Peijiang</creator><creator>Wang, Tianmiao</creator><creator>Cai, Ying</creator><creator>Xue, Lei</creator><general>Korean Society for Precision Engineering</general><general>Springer Nature B.V</general><scope>AAYXX</scope><scope>CITATION</scope><orcidid>https://orcid.org/0000-0002-3620-4318</orcidid></search><sort><creationdate>20180801</creationdate><title>A Compensation Method for Enhancing Aviation Drilling Robot Accuracy Based on Co-Kriging</title><author>Chen, Dongdong ; Yuan, Peijiang ; Wang, Tianmiao ; Cai, Ying ; Xue, Lei</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c350t-22963824e75997140877f4bea81bc738540c60e2dd392ef0afb8275619d02f843</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2018</creationdate><topic>Accuracy</topic><topic>Aircraft</topic><topic>Assembly</topic><topic>Aviation</topic><topic>Compensation</topic><topic>Drilling</topic><topic>Engineering</topic><topic>Error compensation</topic><topic>Error correction</topic><topic>Industrial and Production Engineering</topic><topic>Kriging</topic><topic>Materials Science</topic><topic>Regular Paper</topic><topic>Robots</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Chen, Dongdong</creatorcontrib><creatorcontrib>Yuan, Peijiang</creatorcontrib><creatorcontrib>Wang, Tianmiao</creatorcontrib><creatorcontrib>Cai, Ying</creatorcontrib><creatorcontrib>Xue, Lei</creatorcontrib><collection>CrossRef</collection><jtitle>International journal of precision engineering and manufacturing</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Chen, Dongdong</au><au>Yuan, Peijiang</au><au>Wang, Tianmiao</au><au>Cai, Ying</au><au>Xue, Lei</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>A Compensation Method for Enhancing Aviation Drilling Robot Accuracy Based on Co-Kriging</atitle><jtitle>International journal of precision engineering and manufacturing</jtitle><stitle>Int. J. Precis. Eng. Manuf</stitle><date>2018-08-01</date><risdate>2018</risdate><volume>19</volume><issue>8</issue><spage>1133</spage><epage>1142</epage><pages>1133-1142</pages><issn>2234-7593</issn><eissn>2005-4602</eissn><abstract>The positional error of aviation drilling robot has a great influence on the strength and lives of aircrafts in the aircraft assembly. In order to improve the position accuracy of aviation drilling robot, an error compensation method based on co-kriging is proposed in this paper. The error similarity based on the kinematic of drilling robot is proposed firstly. Then, the positional errors of a set of points in the workspace are measured by using precision laser tracker. The measurement data are used to fit the cross-variogram of positional error. After the cross-variogram is obtained, the predicted positional errors of verification points can be estimated based on co-kriging. The positions after compensation are given to the drilling robot. The proposed method is carried out on an aviation drilling robot for practical compensation to verify the correctness and effectiveness of the error compensation method. The experimental results show that the average absolute positional error is reduced to 0.1150 mm from 0.7168 mm, and that the maximum absolute positional error is reduced to 0.2664 mm from 1.3073 mm. The experimental results also demonstrate that the proposed method can improve the absolute position accuracy of aviation robot and could meet the requirement of aircraft assembly.</abstract><cop>Seoul</cop><pub>Korean Society for Precision Engineering</pub><doi>10.1007/s12541-018-0134-8</doi><tpages>10</tpages><orcidid>https://orcid.org/0000-0002-3620-4318</orcidid></addata></record> |
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subjects | Accuracy Aircraft Assembly Aviation Compensation Drilling Engineering Error compensation Error correction Industrial and Production Engineering Kriging Materials Science Regular Paper Robots |
title | A Compensation Method for Enhancing Aviation Drilling Robot Accuracy Based on Co-Kriging |
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