Study on 6-DOF active vibration-isolation system of the ultra-precision turning lathe based on GA-BP-PID control for dynamic loads
The vibration disturbance from an external environment affects the machining accuracy of ultra-precision machining equipment. Most active vibration-isolation systems (AVIS) have been developed based on static loads. When a vibration-isolation load changes dynamically during ultra-precision turning l...
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| Veröffentlicht in: | Advances in manufacturing 2024-03, Vol.12 (1), p.33-60 |
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| creator | Wang, Bo Jiang, Zhong Hu, Pei-Da |
| description | The vibration disturbance from an external environment affects the machining accuracy of ultra-precision machining equipment. Most active vibration-isolation systems (AVIS) have been developed based on static loads. When a vibration-isolation load changes dynamically during ultra-precision turning lathe machining, the system parameters change, and the efficiency of the active vibration-isolation system based on the traditional control strategy deteriorates. To solve this problem, this paper proposes a vibration-isolation control strategy based on a genetic algorithm-back propagation neural network-PID control (GA-BP-PID), which can automatically adjust the control parameters according to the machining conditions. Vibration-isolation simulations and experiments based on passive vibration isolation, a PID algorithm, and the GA-BP-PID algorithm under dynamic load machining conditions were conducted. The experimental results demonstrated that the active vibration-isolation control strategy designed in this study could effectively attenuate vibration disturbances in the external environment under dynamic load conditions. This design is reasonable and feasible. |
| doi_str_mv | 10.1007/s40436-023-00463-z |
| format | Article |
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Most active vibration-isolation systems (AVIS) have been developed based on static loads. When a vibration-isolation load changes dynamically during ultra-precision turning lathe machining, the system parameters change, and the efficiency of the active vibration-isolation system based on the traditional control strategy deteriorates. To solve this problem, this paper proposes a vibration-isolation control strategy based on a genetic algorithm-back propagation neural network-PID control (GA-BP-PID), which can automatically adjust the control parameters according to the machining conditions. Vibration-isolation simulations and experiments based on passive vibration isolation, a PID algorithm, and the GA-BP-PID algorithm under dynamic load machining conditions were conducted. The experimental results demonstrated that the active vibration-isolation control strategy designed in this study could effectively attenuate vibration disturbances in the external environment under dynamic load conditions. This design is reasonable and feasible.</description><identifier>ISSN: 2095-3127</identifier><identifier>EISSN: 2195-3597</identifier><identifier>DOI: 10.1007/s40436-023-00463-z</identifier><language>eng</language><publisher>Shanghai: Shanghai University</publisher><subject>Active control ; Back propagation networks ; Control ; Dynamic loads ; Engineering ; Genetic algorithms ; Isolation systems ; Lathes ; Machines ; Manufacturing ; Mechatronics ; Nanotechnology and Microengineering ; Neural networks ; Parameters ; Precision machining ; Processes ; Proportional integral derivative ; Robotics ; Static loads ; Turning (machining) ; Vibration</subject><ispartof>Advances in manufacturing, 2024-03, Vol.12 (1), p.33-60</ispartof><rights>Shanghai University and Periodicals Agency of Shanghai University and Springer-Verlag GmbH Germany, part of Springer Nature 2023. Springer Nature or its licensor (e.g., a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c319t-9237565db529d2bddb4d755e1a708d8e3eb0fbabe4861060d57c983a16be7edb3</citedby><cites>FETCH-LOGICAL-c319t-9237565db529d2bddb4d755e1a708d8e3eb0fbabe4861060d57c983a16be7edb3</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/s40436-023-00463-z$$EPDF$$P50$$Gspringer$$H</linktopdf><linktohtml>$$Uhttps://link.springer.com/10.1007/s40436-023-00463-z$$EHTML$$P50$$Gspringer$$H</linktohtml><link.rule.ids>314,776,780,27901,27902,41464,42533,51294</link.rule.ids></links><search><creatorcontrib>Wang, Bo</creatorcontrib><creatorcontrib>Jiang, Zhong</creatorcontrib><creatorcontrib>Hu, Pei-Da</creatorcontrib><title>Study on 6-DOF active vibration-isolation system of the ultra-precision turning lathe based on GA-BP-PID control for dynamic loads</title><title>Advances in manufacturing</title><addtitle>Adv. Manuf</addtitle><description>The vibration disturbance from an external environment affects the machining accuracy of ultra-precision machining equipment. Most active vibration-isolation systems (AVIS) have been developed based on static loads. When a vibration-isolation load changes dynamically during ultra-precision turning lathe machining, the system parameters change, and the efficiency of the active vibration-isolation system based on the traditional control strategy deteriorates. To solve this problem, this paper proposes a vibration-isolation control strategy based on a genetic algorithm-back propagation neural network-PID control (GA-BP-PID), which can automatically adjust the control parameters according to the machining conditions. Vibration-isolation simulations and experiments based on passive vibration isolation, a PID algorithm, and the GA-BP-PID algorithm under dynamic load machining conditions were conducted. The experimental results demonstrated that the active vibration-isolation control strategy designed in this study could effectively attenuate vibration disturbances in the external environment under dynamic load conditions. This design is reasonable and feasible.</description><subject>Active control</subject><subject>Back propagation networks</subject><subject>Control</subject><subject>Dynamic loads</subject><subject>Engineering</subject><subject>Genetic algorithms</subject><subject>Isolation systems</subject><subject>Lathes</subject><subject>Machines</subject><subject>Manufacturing</subject><subject>Mechatronics</subject><subject>Nanotechnology and Microengineering</subject><subject>Neural networks</subject><subject>Parameters</subject><subject>Precision machining</subject><subject>Processes</subject><subject>Proportional integral derivative</subject><subject>Robotics</subject><subject>Static loads</subject><subject>Turning (machining)</subject><subject>Vibration</subject><issn>2095-3127</issn><issn>2195-3597</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2024</creationdate><recordtype>article</recordtype><recordid>eNp9kE1LwzAcxosoOOa-gKeA52he2rQ9zk3nYLCBeg5Jk85I18wkHWxHP7npKnjzlAeel_z5JcktRvcYofzBpyilDCJCIUIpo_B0kYwILjNIszK_jBr1GpP8Opl4byQirHcwGyXfr6FTR2BbwOB8_QxEFcxBg4ORTgRjW2i8bc4K-KMPegdsDcKHBl0TnIB7pyvjezd0rjXtFsRwdKXwWvWriyl83MDNcg4q2wZnG1BbB9SxFTtTgcYK5W-Sq1o0Xk9-33Hy_vz0NnuBq_ViOZuuYEVxGWBJaJ6xTMmMlIpIpWSq8izTWOSoUIWmWqJaCqnTgmHEkMryqiyowEzqXCtJx8ndsLt39qvTPvBPG4-OX3ISx1PEaIFiigypylnvna753pmdcEeOEe9x8wE3j7j5GTc_xRIdSj6G2612f9P_tH4A1ouERw</recordid><startdate>20240301</startdate><enddate>20240301</enddate><creator>Wang, Bo</creator><creator>Jiang, Zhong</creator><creator>Hu, Pei-Da</creator><general>Shanghai University</general><general>Springer Nature B.V</general><scope>AAYXX</scope><scope>CITATION</scope><scope>7TA</scope><scope>7TB</scope><scope>8FD</scope><scope>F28</scope><scope>FR3</scope><scope>JG9</scope></search><sort><creationdate>20240301</creationdate><title>Study on 6-DOF active vibration-isolation system of the ultra-precision turning lathe based on GA-BP-PID control for dynamic loads</title><author>Wang, Bo ; Jiang, Zhong ; Hu, Pei-Da</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c319t-9237565db529d2bddb4d755e1a708d8e3eb0fbabe4861060d57c983a16be7edb3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2024</creationdate><topic>Active control</topic><topic>Back propagation networks</topic><topic>Control</topic><topic>Dynamic loads</topic><topic>Engineering</topic><topic>Genetic algorithms</topic><topic>Isolation systems</topic><topic>Lathes</topic><topic>Machines</topic><topic>Manufacturing</topic><topic>Mechatronics</topic><topic>Nanotechnology and Microengineering</topic><topic>Neural networks</topic><topic>Parameters</topic><topic>Precision machining</topic><topic>Processes</topic><topic>Proportional integral derivative</topic><topic>Robotics</topic><topic>Static loads</topic><topic>Turning (machining)</topic><topic>Vibration</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Wang, Bo</creatorcontrib><creatorcontrib>Jiang, Zhong</creatorcontrib><creatorcontrib>Hu, Pei-Da</creatorcontrib><collection>CrossRef</collection><collection>Materials Business File</collection><collection>Mechanical & Transportation Engineering Abstracts</collection><collection>Technology Research Database</collection><collection>ANTE: Abstracts in New Technology & Engineering</collection><collection>Engineering Research Database</collection><collection>Materials Research Database</collection><jtitle>Advances in manufacturing</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Wang, Bo</au><au>Jiang, Zhong</au><au>Hu, Pei-Da</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Study on 6-DOF active vibration-isolation system of the ultra-precision turning lathe based on GA-BP-PID control for dynamic loads</atitle><jtitle>Advances in manufacturing</jtitle><stitle>Adv. Manuf</stitle><date>2024-03-01</date><risdate>2024</risdate><volume>12</volume><issue>1</issue><spage>33</spage><epage>60</epage><pages>33-60</pages><issn>2095-3127</issn><eissn>2195-3597</eissn><abstract>The vibration disturbance from an external environment affects the machining accuracy of ultra-precision machining equipment. Most active vibration-isolation systems (AVIS) have been developed based on static loads. When a vibration-isolation load changes dynamically during ultra-precision turning lathe machining, the system parameters change, and the efficiency of the active vibration-isolation system based on the traditional control strategy deteriorates. To solve this problem, this paper proposes a vibration-isolation control strategy based on a genetic algorithm-back propagation neural network-PID control (GA-BP-PID), which can automatically adjust the control parameters according to the machining conditions. Vibration-isolation simulations and experiments based on passive vibration isolation, a PID algorithm, and the GA-BP-PID algorithm under dynamic load machining conditions were conducted. The experimental results demonstrated that the active vibration-isolation control strategy designed in this study could effectively attenuate vibration disturbances in the external environment under dynamic load conditions. This design is reasonable and feasible.</abstract><cop>Shanghai</cop><pub>Shanghai University</pub><doi>10.1007/s40436-023-00463-z</doi><tpages>28</tpages></addata></record> |
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| language | eng |
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| source | SpringerLink Journals - AutoHoldings |
| subjects | Active control Back propagation networks Control Dynamic loads Engineering Genetic algorithms Isolation systems Lathes Machines Manufacturing Mechatronics Nanotechnology and Microengineering Neural networks Parameters Precision machining Processes Proportional integral derivative Robotics Static loads Turning (machining) Vibration |
| title | Study on 6-DOF active vibration-isolation system of the ultra-precision turning lathe based on GA-BP-PID control for dynamic loads |
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