Adaptive fuzzy PID cross coupled control for multi-axis motion system based on sliding mode disturbance observation
Multi-axis motion system is widely applied in commercial industrial machines such as precision CNC machine tools, Robot manipulator and laser cutting machines, etc. Contour accuracy plays a major role for the multi-axis servo motion system. The contour machining accuracy is related to the synthesis...
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description | Multi-axis motion system is widely applied in commercial industrial machines such as precision CNC machine tools, Robot manipulator and laser cutting machines, etc. Contour accuracy plays a major role for the multi-axis servo motion system. The contour machining accuracy is related to the synthesis of single-axis position accuracy and multi-axis linkage accuracy. Only improving the single-axis tracking performance cannot effectively guarantee the machining accuracy of multiaxis system. The primary objective of this study was to design a contour control method to improve single-axis tracking accuracy and multi-axis contour accuracy. A control strategy that combines a sliding mode tracking controller, a disturbance observer and an adaptive fuzzy PID cross coupled controller is proposed. Sliding mode control is simple and has strong robustness to parameter changes and disturbance, which is especially suitable for control of such as non-linear multi-axis motion system. Besides, disturbance is inevitable in practical application, which degrades the motion accuracy. In order to eliminate the influence of external disturbance and uncertainty, disturbance observer is adopted to accurately estimate external disturbance and reduce the chattering phenomenon of sliding mode control, then improve the single-axis tracking accuracy. In order to further consider the coordination between different motion axes and improve the contour accuracy, the PID cross coupled control is used. Owing to conventional PID control cannot satisfy the multi-axis servo motion system with nonlinearity and uncertainty, an adaptive fuzzy method with on-line real-time PID parameters adjustment is proposed. The three-axis motion platform driven by PMLSM is used as the control object, to analysis the influence of disturbance observer on sliding mode control signal and analysis adaptive fuzzy PID cross coupled control performance respectively. The disturbance observer is used to observe the disturbance signal and estimate the disturbance well. The chattering of the sliding mode control signal is obviously improved. Next, compared with the conventional PID-CCC control, adaptive fuzzy PID-CCC control can significantly reduce the tracking error, the contour accuracy is also obviously improved. The disturbance observer can effectively eliminate the influence of external disturbance, reduce the chattering of sliding mode control, and ensure the single-axis accurate tracking. The self-adaptive fuzzy PID c |
doi_str_mv | 10.1177/00368504211011847 |
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The contour machining accuracy is related to the synthesis of single-axis position accuracy and multi-axis linkage accuracy. Only improving the single-axis tracking performance cannot effectively guarantee the machining accuracy of multiaxis system. The primary objective of this study was to design a contour control method to improve single-axis tracking accuracy and multi-axis contour accuracy. A control strategy that combines a sliding mode tracking controller, a disturbance observer and an adaptive fuzzy PID cross coupled controller is proposed. Sliding mode control is simple and has strong robustness to parameter changes and disturbance, which is especially suitable for control of such as non-linear multi-axis motion system. Besides, disturbance is inevitable in practical application, which degrades the motion accuracy. In order to eliminate the influence of external disturbance and uncertainty, disturbance observer is adopted to accurately estimate external disturbance and reduce the chattering phenomenon of sliding mode control, then improve the single-axis tracking accuracy. In order to further consider the coordination between different motion axes and improve the contour accuracy, the PID cross coupled control is used. Owing to conventional PID control cannot satisfy the multi-axis servo motion system with nonlinearity and uncertainty, an adaptive fuzzy method with on-line real-time PID parameters adjustment is proposed. The three-axis motion platform driven by PMLSM is used as the control object, to analysis the influence of disturbance observer on sliding mode control signal and analysis adaptive fuzzy PID cross coupled control performance respectively. The disturbance observer is used to observe the disturbance signal and estimate the disturbance well. The chattering of the sliding mode control signal is obviously improved. Next, compared with the conventional PID-CCC control, adaptive fuzzy PID-CCC control can significantly reduce the tracking error, the contour accuracy is also obviously improved. The disturbance observer can effectively eliminate the influence of external disturbance, reduce the chattering of sliding mode control, and ensure the single-axis accurate tracking. The self-adaptive fuzzy PID cross coupled controller can eliminate the influence of the dynamic characteristics mismatching and parameter difference of each axis, and improve contour accuracy. The simulation results clearly demonstrate the effectiveness of the proposed control method.</description><identifier>ISSN: 0036-8504</identifier><identifier>EISSN: 2047-7163</identifier><identifier>DOI: 10.1177/00368504211011847</identifier><identifier>PMID: 33913385</identifier><language>eng</language><publisher>London, England: Sage Publications, Ltd</publisher><subject>Accuracy ; Adaptive control ; Axis movements ; Contours ; Control methods ; Controllers ; Disturbance ; Disturbance observers ; Dynamic characteristics ; Fuzzy control ; Laser beam cutting ; Machine tools ; Machining ; Mode tracking ; Motion systems ; Nonlinear systems ; Nonlinearity ; Parameter robustness ; Proportional integral derivative ; Robot arms ; Sliding mode control ; Three axis ; Tracking control ; Tracking errors ; Uncertainty</subject><ispartof>Science progress (1916), 2021-04, Vol.104 (2), p.1-19</ispartof><rights>The Author(s) 2021</rights><rights>2021. This article is distributed under the terms of the Creative Commons Attribution-NonCommercial 4.0 License ( https://creativecommons.org/licenses/by-nc/4.0/ ) which permits non-commercial use, reproduction and distribution of the work without further permission provided the original work is attributed as specified on the SAGE and Open Access page ( https://us.sagepub.com/en-us/nam/open-access-at-sage ). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><rights>The Author(s) 2021 2021 SAGE Publications</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c555t-72eaa4e01f88b56ffda3d37b9c69c24f160f5c9786e3b0949a4531505564c2823</citedby><cites>FETCH-LOGICAL-c555t-72eaa4e01f88b56ffda3d37b9c69c24f160f5c9786e3b0949a4531505564c2823</cites><orcidid>0000-0003-0466-4149</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC10454866/pdf/$$EPDF$$P50$$Gpubmedcentral$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC10454866/$$EHTML$$P50$$Gpubmedcentral$$Hfree_for_read</linktohtml><link.rule.ids>230,314,723,776,780,860,881,21945,27830,27901,27902,44921,45309,53766,53768</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/33913385$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Wang, Sanxiu</creatorcontrib><creatorcontrib>Chen, Yue</creatorcontrib><creatorcontrib>Zhang, Guoan</creatorcontrib><title>Adaptive fuzzy PID cross coupled control for multi-axis motion system based on sliding mode disturbance observation</title><title>Science progress (1916)</title><addtitle>Sci Prog</addtitle><description>Multi-axis motion system is widely applied in commercial industrial machines such as precision CNC machine tools, Robot manipulator and laser cutting machines, etc. Contour accuracy plays a major role for the multi-axis servo motion system. The contour machining accuracy is related to the synthesis of single-axis position accuracy and multi-axis linkage accuracy. Only improving the single-axis tracking performance cannot effectively guarantee the machining accuracy of multiaxis system. The primary objective of this study was to design a contour control method to improve single-axis tracking accuracy and multi-axis contour accuracy. A control strategy that combines a sliding mode tracking controller, a disturbance observer and an adaptive fuzzy PID cross coupled controller is proposed. Sliding mode control is simple and has strong robustness to parameter changes and disturbance, which is especially suitable for control of such as non-linear multi-axis motion system. Besides, disturbance is inevitable in practical application, which degrades the motion accuracy. In order to eliminate the influence of external disturbance and uncertainty, disturbance observer is adopted to accurately estimate external disturbance and reduce the chattering phenomenon of sliding mode control, then improve the single-axis tracking accuracy. In order to further consider the coordination between different motion axes and improve the contour accuracy, the PID cross coupled control is used. Owing to conventional PID control cannot satisfy the multi-axis servo motion system with nonlinearity and uncertainty, an adaptive fuzzy method with on-line real-time PID parameters adjustment is proposed. The three-axis motion platform driven by PMLSM is used as the control object, to analysis the influence of disturbance observer on sliding mode control signal and analysis adaptive fuzzy PID cross coupled control performance respectively. The disturbance observer is used to observe the disturbance signal and estimate the disturbance well. The chattering of the sliding mode control signal is obviously improved. Next, compared with the conventional PID-CCC control, adaptive fuzzy PID-CCC control can significantly reduce the tracking error, the contour accuracy is also obviously improved. The disturbance observer can effectively eliminate the influence of external disturbance, reduce the chattering of sliding mode control, and ensure the single-axis accurate tracking. The self-adaptive fuzzy PID cross coupled controller can eliminate the influence of the dynamic characteristics mismatching and parameter difference of each axis, and improve contour accuracy. The simulation results clearly demonstrate the effectiveness of the proposed control method.</description><subject>Accuracy</subject><subject>Adaptive control</subject><subject>Axis movements</subject><subject>Contours</subject><subject>Control methods</subject><subject>Controllers</subject><subject>Disturbance</subject><subject>Disturbance observers</subject><subject>Dynamic characteristics</subject><subject>Fuzzy control</subject><subject>Laser beam cutting</subject><subject>Machine tools</subject><subject>Machining</subject><subject>Mode tracking</subject><subject>Motion systems</subject><subject>Nonlinear systems</subject><subject>Nonlinearity</subject><subject>Parameter robustness</subject><subject>Proportional integral derivative</subject><subject>Robot arms</subject><subject>Sliding mode control</subject><subject>Three axis</subject><subject>Tracking control</subject><subject>Tracking errors</subject><subject>Uncertainty</subject><issn>0036-8504</issn><issn>2047-7163</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2021</creationdate><recordtype>article</recordtype><sourceid>AFRWT</sourceid><recordid>eNp9kUtv1DAUhS0EotPCD2ABssSmmxTf-L1CVXlVqgQLWEeO4wweJfFgO6NOfz0OU4aXxOrKut859vFB6BmQCwApXxFCheKE1QAEQDH5AK1qwmQlQdCHaLXsqwU4QacpbQgBDkI9RieUaqBU8RVKl53ZZr9zuJ_v7vb40_UbbGNICdswbwfXlTnlGAbch4jHeci-Mrc-4TFkHyac9im7EbcmFXQ5D77z07qsO4c7n_IcWzNZh0ObXNyZRfQEPerNkNzT-3mGvrx7-_nqQ3Xz8f311eVNZTnnuZK1M4Y5Ar1SLRd93xnaUdlqK7StWQ-C9NxqqYSjLdFMG8YpcMK5YLZWNT1Drw--27kdXWddCWKGZhv9aOK-CcY3f24m_7VZh10DhHGmhCgO5_cOMXybXcrN6JN1w2AmF-bU1By01BoULejLv9BNmONU8hWKA6-11rxQcKB-_HF0_fE1QJql0-afTovmxe8xjoqfJRbg4gAks3a_rv2f4_ODYJNyiEfDWhJGiVb0O-77tGU</recordid><startdate>20210401</startdate><enddate>20210401</enddate><creator>Wang, Sanxiu</creator><creator>Chen, Yue</creator><creator>Zhang, Guoan</creator><general>Sage Publications, Ltd</general><general>SAGE Publications</general><general>Sage Publications Ltd</general><scope>AFRWT</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>8FD</scope><scope>F28</scope><scope>FR3</scope><scope>JQ2</scope><scope>K9.</scope><scope>7X8</scope><scope>5PM</scope><orcidid>https://orcid.org/0000-0003-0466-4149</orcidid></search><sort><creationdate>20210401</creationdate><title>Adaptive fuzzy PID cross coupled control for multi-axis motion system based on sliding mode disturbance observation</title><author>Wang, Sanxiu ; Chen, Yue ; Zhang, Guoan</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c555t-72eaa4e01f88b56ffda3d37b9c69c24f160f5c9786e3b0949a4531505564c2823</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2021</creationdate><topic>Accuracy</topic><topic>Adaptive control</topic><topic>Axis movements</topic><topic>Contours</topic><topic>Control methods</topic><topic>Controllers</topic><topic>Disturbance</topic><topic>Disturbance observers</topic><topic>Dynamic characteristics</topic><topic>Fuzzy control</topic><topic>Laser beam cutting</topic><topic>Machine tools</topic><topic>Machining</topic><topic>Mode tracking</topic><topic>Motion systems</topic><topic>Nonlinear systems</topic><topic>Nonlinearity</topic><topic>Parameter robustness</topic><topic>Proportional integral derivative</topic><topic>Robot arms</topic><topic>Sliding mode control</topic><topic>Three axis</topic><topic>Tracking control</topic><topic>Tracking errors</topic><topic>Uncertainty</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Wang, Sanxiu</creatorcontrib><creatorcontrib>Chen, Yue</creatorcontrib><creatorcontrib>Zhang, Guoan</creatorcontrib><collection>Sage Journals GOLD Open Access 2024</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Technology Research Database</collection><collection>ANTE: Abstracts in New Technology & Engineering</collection><collection>Engineering Research Database</collection><collection>ProQuest Computer Science Collection</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Science progress (1916)</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Wang, Sanxiu</au><au>Chen, Yue</au><au>Zhang, Guoan</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Adaptive fuzzy PID cross coupled control for multi-axis motion system based on sliding mode disturbance observation</atitle><jtitle>Science progress (1916)</jtitle><addtitle>Sci Prog</addtitle><date>2021-04-01</date><risdate>2021</risdate><volume>104</volume><issue>2</issue><spage>1</spage><epage>19</epage><pages>1-19</pages><issn>0036-8504</issn><eissn>2047-7163</eissn><abstract>Multi-axis motion system is widely applied in commercial industrial machines such as precision CNC machine tools, Robot manipulator and laser cutting machines, etc. Contour accuracy plays a major role for the multi-axis servo motion system. The contour machining accuracy is related to the synthesis of single-axis position accuracy and multi-axis linkage accuracy. Only improving the single-axis tracking performance cannot effectively guarantee the machining accuracy of multiaxis system. The primary objective of this study was to design a contour control method to improve single-axis tracking accuracy and multi-axis contour accuracy. A control strategy that combines a sliding mode tracking controller, a disturbance observer and an adaptive fuzzy PID cross coupled controller is proposed. Sliding mode control is simple and has strong robustness to parameter changes and disturbance, which is especially suitable for control of such as non-linear multi-axis motion system. Besides, disturbance is inevitable in practical application, which degrades the motion accuracy. In order to eliminate the influence of external disturbance and uncertainty, disturbance observer is adopted to accurately estimate external disturbance and reduce the chattering phenomenon of sliding mode control, then improve the single-axis tracking accuracy. In order to further consider the coordination between different motion axes and improve the contour accuracy, the PID cross coupled control is used. Owing to conventional PID control cannot satisfy the multi-axis servo motion system with nonlinearity and uncertainty, an adaptive fuzzy method with on-line real-time PID parameters adjustment is proposed. The three-axis motion platform driven by PMLSM is used as the control object, to analysis the influence of disturbance observer on sliding mode control signal and analysis adaptive fuzzy PID cross coupled control performance respectively. The disturbance observer is used to observe the disturbance signal and estimate the disturbance well. The chattering of the sliding mode control signal is obviously improved. Next, compared with the conventional PID-CCC control, adaptive fuzzy PID-CCC control can significantly reduce the tracking error, the contour accuracy is also obviously improved. The disturbance observer can effectively eliminate the influence of external disturbance, reduce the chattering of sliding mode control, and ensure the single-axis accurate tracking. The self-adaptive fuzzy PID cross coupled controller can eliminate the influence of the dynamic characteristics mismatching and parameter difference of each axis, and improve contour accuracy. The simulation results clearly demonstrate the effectiveness of the proposed control method.</abstract><cop>London, England</cop><pub>Sage Publications, Ltd</pub><pmid>33913385</pmid><doi>10.1177/00368504211011847</doi><tpages>19</tpages><orcidid>https://orcid.org/0000-0003-0466-4149</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Accuracy Adaptive control Axis movements Contours Control methods Controllers Disturbance Disturbance observers Dynamic characteristics Fuzzy control Laser beam cutting Machine tools Machining Mode tracking Motion systems Nonlinear systems Nonlinearity Parameter robustness Proportional integral derivative Robot arms Sliding mode control Three axis Tracking control Tracking errors Uncertainty |
title | Adaptive fuzzy PID cross coupled control for multi-axis motion system based on sliding mode disturbance observation |
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