Strand width uniformly control for silicone extrusion additive manufacturing based on image processing
The strand width during silicone extrusion additive manufacturing (AM) tends to be uneven due to the viscosity change of non-Newtonian fluid silicone, the uncertain friction of the nozzle inner wall, the influence of the ambient interference, and other uncertain factors. To overcome this problem, a...
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Veröffentlicht in: | International journal of advanced manufacturing technology 2022-03, Vol.119 (5-6), p.3077-3090 |
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description | The strand width during silicone extrusion additive manufacturing (AM) tends to be uneven due to the viscosity change of non-Newtonian fluid silicone, the uncertain friction of the nozzle inner wall, the influence of the ambient interference, and other uncertain factors. To overcome this problem, a method for controlling the uniformity of strand width in silicone extrusion AM based on image processing is proposed. Firstly, the image of the strand is collected frame by frame by a charge coupled devices (CCD) camera, through a series of processes of image acquisition, image processing, and information extraction, the width of the strand is obtained. Then, the theoretical relationship between the strand width of the gradient region and the nozzle movement speed is obtained through experimental research, according to the relationship, PID control, smith PID control, and inverse function control are designed. At the same time, a pretreatment method is designed to optimize G code by speed planning software before printing. Finally, the trend of strand width under controlled and uncontrolled conditions during the silicone AM process is simulated, the control effect of strand width uniformity can be improved by optimizing the controller, and the simulation results show that the strand width uniformity in the silicone AM process with smith PID controller is the most stable. In addition, experiments are designed to verify that the strand width pretreated is more uniform than those without pretreatment. Therefore, the instability of strand width in silicone extrusion AM process can be effectively improved by image processing control and pretreatment. |
doi_str_mv | 10.1007/s00170-021-08370-y |
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To overcome this problem, a method for controlling the uniformity of strand width in silicone extrusion AM based on image processing is proposed. Firstly, the image of the strand is collected frame by frame by a charge coupled devices (CCD) camera, through a series of processes of image acquisition, image processing, and information extraction, the width of the strand is obtained. Then, the theoretical relationship between the strand width of the gradient region and the nozzle movement speed is obtained through experimental research, according to the relationship, PID control, smith PID control, and inverse function control are designed. At the same time, a pretreatment method is designed to optimize G code by speed planning software before printing. Finally, the trend of strand width under controlled and uncontrolled conditions during the silicone AM process is simulated, the control effect of strand width uniformity can be improved by optimizing the controller, and the simulation results show that the strand width uniformity in the silicone AM process with smith PID controller is the most stable. In addition, experiments are designed to verify that the strand width pretreated is more uniform than those without pretreatment. Therefore, the instability of strand width in silicone extrusion AM process can be effectively improved by image processing control and pretreatment.</description><identifier>ISSN: 0268-3768</identifier><identifier>EISSN: 1433-3015</identifier><identifier>DOI: 10.1007/s00170-021-08370-y</identifier><language>eng</language><publisher>London: Springer London</publisher><subject>Additive manufacturing ; CAE) and Design ; Charge coupled devices ; Computer-Aided Engineering (CAD ; Control methods ; Controllers ; Engineering ; Extrusion ; G codes ; Image acquisition ; Image processing ; Industrial and Production Engineering ; Information retrieval ; Manufacturing ; Mechanical Engineering ; Media Management ; Newtonian fluids ; Non Newtonian fluids ; Nozzles ; Optimization ; Original Article ; Pretreatment ; Proportional integral derivative ; Silicone resins ; Silicones</subject><ispartof>International journal of advanced manufacturing technology, 2022-03, Vol.119 (5-6), p.3077-3090</ispartof><rights>The Author(s), under exclusive licence to Springer-Verlag London Ltd., part of Springer Nature 2021</rights><rights>The Author(s), under exclusive licence to Springer-Verlag London Ltd., part of Springer Nature 2021.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c319t-e926b0054e7d59f156457183d8f7f9831bc4bb7aeb2acbc02b9c243fe633b6a53</citedby><cites>FETCH-LOGICAL-c319t-e926b0054e7d59f156457183d8f7f9831bc4bb7aeb2acbc02b9c243fe633b6a53</cites><orcidid>0000-0002-4589-922X</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/s00170-021-08370-y$$EPDF$$P50$$Gspringer$$H</linktopdf><linktohtml>$$Uhttps://link.springer.com/10.1007/s00170-021-08370-y$$EHTML$$P50$$Gspringer$$H</linktohtml><link.rule.ids>314,780,784,27924,27925,41488,42557,51319</link.rule.ids></links><search><creatorcontrib>Tian, Xiaoqing</creatorcontrib><creatorcontrib>Li, Yaling</creatorcontrib><creatorcontrib>Ma, Dingyifei</creatorcontrib><creatorcontrib>Han, Jiang</creatorcontrib><creatorcontrib>Xia, Lian</creatorcontrib><title>Strand width uniformly control for silicone extrusion additive manufacturing based on image processing</title><title>International journal of advanced manufacturing technology</title><addtitle>Int J Adv Manuf Technol</addtitle><description>The strand width during silicone extrusion additive manufacturing (AM) tends to be uneven due to the viscosity change of non-Newtonian fluid silicone, the uncertain friction of the nozzle inner wall, the influence of the ambient interference, and other uncertain factors. To overcome this problem, a method for controlling the uniformity of strand width in silicone extrusion AM based on image processing is proposed. Firstly, the image of the strand is collected frame by frame by a charge coupled devices (CCD) camera, through a series of processes of image acquisition, image processing, and information extraction, the width of the strand is obtained. Then, the theoretical relationship between the strand width of the gradient region and the nozzle movement speed is obtained through experimental research, according to the relationship, PID control, smith PID control, and inverse function control are designed. At the same time, a pretreatment method is designed to optimize G code by speed planning software before printing. Finally, the trend of strand width under controlled and uncontrolled conditions during the silicone AM process is simulated, the control effect of strand width uniformity can be improved by optimizing the controller, and the simulation results show that the strand width uniformity in the silicone AM process with smith PID controller is the most stable. In addition, experiments are designed to verify that the strand width pretreated is more uniform than those without pretreatment. Therefore, the instability of strand width in silicone extrusion AM process can be effectively improved by image processing control and pretreatment.</description><subject>Additive manufacturing</subject><subject>CAE) and Design</subject><subject>Charge coupled devices</subject><subject>Computer-Aided Engineering (CAD</subject><subject>Control methods</subject><subject>Controllers</subject><subject>Engineering</subject><subject>Extrusion</subject><subject>G codes</subject><subject>Image acquisition</subject><subject>Image processing</subject><subject>Industrial and Production Engineering</subject><subject>Information retrieval</subject><subject>Manufacturing</subject><subject>Mechanical Engineering</subject><subject>Media Management</subject><subject>Newtonian fluids</subject><subject>Non Newtonian fluids</subject><subject>Nozzles</subject><subject>Optimization</subject><subject>Original Article</subject><subject>Pretreatment</subject><subject>Proportional integral derivative</subject><subject>Silicone resins</subject><subject>Silicones</subject><issn>0268-3768</issn><issn>1433-3015</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2022</creationdate><recordtype>article</recordtype><sourceid>AFKRA</sourceid><sourceid>BENPR</sourceid><sourceid>CCPQU</sourceid><sourceid>DWQXO</sourceid><recordid>eNp9UE1PxCAQJUYT19U_4InEc3WAFtqj2fiVmHhQzwQorGy67QpU7b-XtSbePM28zHtvZh5C5wQuCYC4igBEQAGUFFCz3E0HaEFKxgoGpDpEC6C8Lpjg9TE6iXGT6ZzweoHccwqqb_Gnb9MbHnvvhrDtJmyGPoWhwxni6DufscX2K4Ux-qHHqm198h8Wb1U_OmXSGHy_xlpF2-I891u1tngXBmNjzJNTdORUF-3Zb12i19ubl9V98fh097C6fiwMI00qbEO5BqhKK9qqcaTiZSVIzdraCdfUjGhTai2U1VQZbYDqxtCSOcsZ01xVbIkuZt-8-n20McnNMIY-r5Q0cwjwkonMojPLhCHGYJ3chXxxmCQBuc9TznnKnKf8yVNOWcRmUdztf7Xhz_of1Tf4rXs0</recordid><startdate>20220301</startdate><enddate>20220301</enddate><creator>Tian, Xiaoqing</creator><creator>Li, Yaling</creator><creator>Ma, Dingyifei</creator><creator>Han, Jiang</creator><creator>Xia, Lian</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>PTHSS</scope><orcidid>https://orcid.org/0000-0002-4589-922X</orcidid></search><sort><creationdate>20220301</creationdate><title>Strand width uniformly control for silicone extrusion additive manufacturing based on image processing</title><author>Tian, Xiaoqing ; Li, Yaling ; Ma, Dingyifei ; Han, Jiang ; Xia, Lian</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c319t-e926b0054e7d59f156457183d8f7f9831bc4bb7aeb2acbc02b9c243fe633b6a53</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2022</creationdate><topic>Additive manufacturing</topic><topic>CAE) and Design</topic><topic>Charge coupled devices</topic><topic>Computer-Aided Engineering (CAD</topic><topic>Control methods</topic><topic>Controllers</topic><topic>Engineering</topic><topic>Extrusion</topic><topic>G codes</topic><topic>Image acquisition</topic><topic>Image processing</topic><topic>Industrial and Production Engineering</topic><topic>Information retrieval</topic><topic>Manufacturing</topic><topic>Mechanical Engineering</topic><topic>Media Management</topic><topic>Newtonian fluids</topic><topic>Non Newtonian fluids</topic><topic>Nozzles</topic><topic>Optimization</topic><topic>Original Article</topic><topic>Pretreatment</topic><topic>Proportional integral derivative</topic><topic>Silicone resins</topic><topic>Silicones</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Tian, Xiaoqing</creatorcontrib><creatorcontrib>Li, Yaling</creatorcontrib><creatorcontrib>Ma, Dingyifei</creatorcontrib><creatorcontrib>Han, Jiang</creatorcontrib><creatorcontrib>Xia, Lian</creatorcontrib><collection>CrossRef</collection><collection>ProQuest SciTech Collection</collection><collection>ProQuest Technology Collection</collection><collection>Materials Science & Engineering Collection</collection><collection>ProQuest Central</collection><collection>AUTh Library subscriptions: 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>Engineering Collection</collection><jtitle>International journal of advanced manufacturing technology</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Tian, Xiaoqing</au><au>Li, Yaling</au><au>Ma, Dingyifei</au><au>Han, Jiang</au><au>Xia, Lian</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Strand width uniformly control for silicone extrusion additive manufacturing based on image processing</atitle><jtitle>International journal of advanced manufacturing technology</jtitle><stitle>Int J Adv Manuf Technol</stitle><date>2022-03-01</date><risdate>2022</risdate><volume>119</volume><issue>5-6</issue><spage>3077</spage><epage>3090</epage><pages>3077-3090</pages><issn>0268-3768</issn><eissn>1433-3015</eissn><abstract>The strand width during silicone extrusion additive manufacturing (AM) tends to be uneven due to the viscosity change of non-Newtonian fluid silicone, the uncertain friction of the nozzle inner wall, the influence of the ambient interference, and other uncertain factors. To overcome this problem, a method for controlling the uniformity of strand width in silicone extrusion AM based on image processing is proposed. Firstly, the image of the strand is collected frame by frame by a charge coupled devices (CCD) camera, through a series of processes of image acquisition, image processing, and information extraction, the width of the strand is obtained. Then, the theoretical relationship between the strand width of the gradient region and the nozzle movement speed is obtained through experimental research, according to the relationship, PID control, smith PID control, and inverse function control are designed. At the same time, a pretreatment method is designed to optimize G code by speed planning software before printing. Finally, the trend of strand width under controlled and uncontrolled conditions during the silicone AM process is simulated, the control effect of strand width uniformity can be improved by optimizing the controller, and the simulation results show that the strand width uniformity in the silicone AM process with smith PID controller is the most stable. In addition, experiments are designed to verify that the strand width pretreated is more uniform than those without pretreatment. Therefore, the instability of strand width in silicone extrusion AM process can be effectively improved by image processing control and pretreatment.</abstract><cop>London</cop><pub>Springer London</pub><doi>10.1007/s00170-021-08370-y</doi><tpages>14</tpages><orcidid>https://orcid.org/0000-0002-4589-922X</orcidid></addata></record> |
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subjects | Additive manufacturing CAE) and Design Charge coupled devices Computer-Aided Engineering (CAD Control methods Controllers Engineering Extrusion G codes Image acquisition Image processing Industrial and Production Engineering Information retrieval Manufacturing Mechanical Engineering Media Management Newtonian fluids Non Newtonian fluids Nozzles Optimization Original Article Pretreatment Proportional integral derivative Silicone resins Silicones |
title | Strand width uniformly control for silicone extrusion additive manufacturing based on image processing |
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