A novel digital lifecycle for Material‐Process‐Microstructure‐Performance relationships of thermoplastic olefins foams manufactured via supercritical fluid assisted foam injection molding
This research significantly enhances the applicability of thermoplastic olefins (TPOs) in the automotive industry using supercritical N2 as a physical foaming agent, effectively addressing the limitations of traditional chemical agents. It merges experimental results with simulations to establish de...
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Veröffentlicht in: | Polymer engineering and science 2024-06, Vol.64 (6), p.2420-2438 |
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container_title | Polymer engineering and science |
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creator | Pradeep, Sai Aditya Deshpande, Amit M. Lavertu, Pierre‐Yves Zheng, Ting Yerra, Veera Aditya Shimabukuro, Yiro Li, Gang Pilla, Srikanth |
description | This research significantly enhances the applicability of thermoplastic olefins (TPOs) in the automotive industry using supercritical N2 as a physical foaming agent, effectively addressing the limitations of traditional chemical agents. It merges experimental results with simulations to establish detailed material‐process‐microstructure‐performance (MP2) relationships, targeting 5–20% weight reductions. This innovative approach labeled digital lifecycle (DLC) helps accurately predict tensile, flexural, and impact properties based on the foam microstructure, along with experimentally demonstrating improved paintability. The study combines process simulations with finite element models to develop a comprehensive digital model for accurately predicting mechanical properties. Our findings demonstrate a strong correlation between simulated and experimental data, with about a 5% error across various weight reduction targets, marking significant improvements over existing analytical models. This research highlights the efficacy of physical foaming agents in TPO enhancement and emphasizes the importance of integrating experimental and simulation methods to capture the underlying foaming mechanism to establish material‐process‐microstructure‐performance (MP2) relationships.
Highlights
Establishes a material‐process‐microstructure‐performance (MP2) for TPO foams
Sustainably produces TPO foams using supercritical (ScF) N2 with 20% lightweighting
Shows enhanced paintability for TPO foam improved surface aesthetics
Digital lifecycle (DLC) that predicts both foam microstructure and properties
DLC maps process effects & microstructure onto FEA mesh for precise prediction
This research introduces a digital lifecycle (DLC) method for thermoplastic olefins, that enables the prediction of the microstructure of foams produced via supercritical N2 to achieve 5%–20% weight reduction goal. The DLC effectively predicts material properties, demonstrating a high accuracy with only a ~5% error in data correlation. |
doi_str_mv | 10.1002/pen.26700 |
format | Article |
fullrecord | <record><control><sourceid>gale_osti_</sourceid><recordid>TN_cdi_osti_scitechconnect_2324721</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><galeid>A803497589</galeid><sourcerecordid>A803497589</sourcerecordid><originalsourceid>FETCH-LOGICAL-c5000-4ad0fc26677ae201bef0d9f89de93d288d6ad524dd7dc97f9e40de4cc98d79fe3</originalsourceid><addsrcrecordid>eNp1kt-O1CAUxhujiePqhW9A9MrEzlLaaeFystnVTXZ1459rwsKhw4RCBbo6dz6Cr-Sr-CTSHROdZAwXEPh9H-fAVxTPK7ysMCanI7glaTuMHxSLatXQkrR187BYYFyTsqaUPi6exLjFma1XbFH8XCPn78AiZXqThEXWaJA7aQFpH9C1SBCMsL--_7gJXkKMeXVtZPAxhUmmKcB8BCHDg3ASUAArkvEubswYkdcobSAMfrQiJiORt6CNi9lcDBFlyaTFvY1Cd0agOI0QZDAZzbVoOxmFRIwmpgzMGmTcFuR8ARq8Vcb1T4tHWtgIz_7MJ8Xni_NPZ2_Lq_dvLs_WV6Vc5W7LRiisJWnbrhNAcHULGiumKVPAakUoVa1QK9Io1SnJOs2gwQoaKRlVHdNQnxQv9r65dcOjNAnkRnrncjmc1KTpSJWhl3toDP7LBDHxrZ-Cy3XxGreEMtIw9pfqhQVunPYpCDmYKPma4rph3YrOVHmE6sFBENa7_I55-4BfHuHzUDAYeVTw6kCQmQTfUi-mGPnlxw-H7Ot_2NspGpfDkH_S9JsU95Jj1nNSYgDNx2AGEXa8wnwOKs9B5fdBzezpnv2a69v9H-Q35-_2it_ObfDx</addsrcrecordid><sourcetype>Open Access Repository</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>3062892499</pqid></control><display><type>article</type><title>A novel digital lifecycle for Material‐Process‐Microstructure‐Performance relationships of thermoplastic olefins foams manufactured via supercritical fluid assisted foam injection molding</title><source>Wiley Online Library Journals Frontfile Complete</source><creator>Pradeep, Sai Aditya ; Deshpande, Amit M. ; Lavertu, Pierre‐Yves ; Zheng, Ting ; Yerra, Veera Aditya ; Shimabukuro, Yiro ; Li, Gang ; Pilla, Srikanth</creator><creatorcontrib>Pradeep, Sai Aditya ; Deshpande, Amit M. ; Lavertu, Pierre‐Yves ; Zheng, Ting ; Yerra, Veera Aditya ; Shimabukuro, Yiro ; Li, Gang ; Pilla, Srikanth</creatorcontrib><description>This research significantly enhances the applicability of thermoplastic olefins (TPOs) in the automotive industry using supercritical N2 as a physical foaming agent, effectively addressing the limitations of traditional chemical agents. It merges experimental results with simulations to establish detailed material‐process‐microstructure‐performance (MP2) relationships, targeting 5–20% weight reductions. This innovative approach labeled digital lifecycle (DLC) helps accurately predict tensile, flexural, and impact properties based on the foam microstructure, along with experimentally demonstrating improved paintability. The study combines process simulations with finite element models to develop a comprehensive digital model for accurately predicting mechanical properties. Our findings demonstrate a strong correlation between simulated and experimental data, with about a 5% error across various weight reduction targets, marking significant improvements over existing analytical models. This research highlights the efficacy of physical foaming agents in TPO enhancement and emphasizes the importance of integrating experimental and simulation methods to capture the underlying foaming mechanism to establish material‐process‐microstructure‐performance (MP2) relationships.
Highlights
Establishes a material‐process‐microstructure‐performance (MP2) for TPO foams
Sustainably produces TPO foams using supercritical (ScF) N2 with 20% lightweighting
Shows enhanced paintability for TPO foam improved surface aesthetics
Digital lifecycle (DLC) that predicts both foam microstructure and properties
DLC maps process effects & microstructure onto FEA mesh for precise prediction
This research introduces a digital lifecycle (DLC) method for thermoplastic olefins, that enables the prediction of the microstructure of foams produced via supercritical N2 to achieve 5%–20% weight reduction goal. The DLC effectively predicts material properties, demonstrating a high accuracy with only a ~5% error in data correlation.</description><identifier>ISSN: 0032-3888</identifier><identifier>EISSN: 1548-2634</identifier><identifier>DOI: 10.1002/pen.26700</identifier><language>eng</language><publisher>Hoboken, USA: John Wiley & Sons, Inc</publisher><subject>Alkenes ; Automobile industry ; automotive Lightweighting ; Chemical weapons ; Composition ; digital lifecycle (DLC) ; Finite element method ; Foaming agents ; Injection molding ; integrated computational materials engineering (ICME) ; International economic relations ; Mathematical models ; Mechanical properties ; Methods ; microcellular foaming ; Microstructure ; microstructure‐process‐property relationships (MP2) ; Olefinic thermoplastic elastomers ; Olefins ; Paintability ; Plastic foam ; Product life cycle ; Production processes ; Simulation methods ; Supercritical fluids ; thermoplastic foams ; thermoplastic olefins ; Thermoplastics ; Transportation equipment industry ; Weight reduction</subject><ispartof>Polymer engineering and science, 2024-06, Vol.64 (6), p.2420-2438</ispartof><rights>2024 Society of Plastics Engineers.</rights><rights>COPYRIGHT 2024 Society of Plastics Engineers, Inc.</rights><rights>2024 Society of Plastics Engineers</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c5000-4ad0fc26677ae201bef0d9f89de93d288d6ad524dd7dc97f9e40de4cc98d79fe3</citedby><cites>FETCH-LOGICAL-c5000-4ad0fc26677ae201bef0d9f89de93d288d6ad524dd7dc97f9e40de4cc98d79fe3</cites><orcidid>0000-0003-3728-6578 ; 0009-0007-8403-1400 ; 0000-0002-0965-0355 ; 0000000209650355 ; 0000000337286578 ; 0009000784031400</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://onlinelibrary.wiley.com/doi/pdf/10.1002%2Fpen.26700$$EPDF$$P50$$Gwiley$$H</linktopdf><linktohtml>$$Uhttps://onlinelibrary.wiley.com/doi/full/10.1002%2Fpen.26700$$EHTML$$P50$$Gwiley$$H</linktohtml><link.rule.ids>230,314,776,780,881,1411,27901,27902,45550,45551</link.rule.ids><backlink>$$Uhttps://www.osti.gov/biblio/2324721$$D View this record in Osti.gov$$Hfree_for_read</backlink></links><search><creatorcontrib>Pradeep, Sai Aditya</creatorcontrib><creatorcontrib>Deshpande, Amit M.</creatorcontrib><creatorcontrib>Lavertu, Pierre‐Yves</creatorcontrib><creatorcontrib>Zheng, Ting</creatorcontrib><creatorcontrib>Yerra, Veera Aditya</creatorcontrib><creatorcontrib>Shimabukuro, Yiro</creatorcontrib><creatorcontrib>Li, Gang</creatorcontrib><creatorcontrib>Pilla, Srikanth</creatorcontrib><title>A novel digital lifecycle for Material‐Process‐Microstructure‐Performance relationships of thermoplastic olefins foams manufactured via supercritical fluid assisted foam injection molding</title><title>Polymer engineering and science</title><description>This research significantly enhances the applicability of thermoplastic olefins (TPOs) in the automotive industry using supercritical N2 as a physical foaming agent, effectively addressing the limitations of traditional chemical agents. It merges experimental results with simulations to establish detailed material‐process‐microstructure‐performance (MP2) relationships, targeting 5–20% weight reductions. This innovative approach labeled digital lifecycle (DLC) helps accurately predict tensile, flexural, and impact properties based on the foam microstructure, along with experimentally demonstrating improved paintability. The study combines process simulations with finite element models to develop a comprehensive digital model for accurately predicting mechanical properties. Our findings demonstrate a strong correlation between simulated and experimental data, with about a 5% error across various weight reduction targets, marking significant improvements over existing analytical models. This research highlights the efficacy of physical foaming agents in TPO enhancement and emphasizes the importance of integrating experimental and simulation methods to capture the underlying foaming mechanism to establish material‐process‐microstructure‐performance (MP2) relationships.
Highlights
Establishes a material‐process‐microstructure‐performance (MP2) for TPO foams
Sustainably produces TPO foams using supercritical (ScF) N2 with 20% lightweighting
Shows enhanced paintability for TPO foam improved surface aesthetics
Digital lifecycle (DLC) that predicts both foam microstructure and properties
DLC maps process effects & microstructure onto FEA mesh for precise prediction
This research introduces a digital lifecycle (DLC) method for thermoplastic olefins, that enables the prediction of the microstructure of foams produced via supercritical N2 to achieve 5%–20% weight reduction goal. The DLC effectively predicts material properties, demonstrating a high accuracy with only a ~5% error in data correlation.</description><subject>Alkenes</subject><subject>Automobile industry</subject><subject>automotive Lightweighting</subject><subject>Chemical weapons</subject><subject>Composition</subject><subject>digital lifecycle (DLC)</subject><subject>Finite element method</subject><subject>Foaming agents</subject><subject>Injection molding</subject><subject>integrated computational materials engineering (ICME)</subject><subject>International economic relations</subject><subject>Mathematical models</subject><subject>Mechanical properties</subject><subject>Methods</subject><subject>microcellular foaming</subject><subject>Microstructure</subject><subject>microstructure‐process‐property relationships (MP2)</subject><subject>Olefinic thermoplastic elastomers</subject><subject>Olefins</subject><subject>Paintability</subject><subject>Plastic foam</subject><subject>Product life cycle</subject><subject>Production processes</subject><subject>Simulation methods</subject><subject>Supercritical fluids</subject><subject>thermoplastic foams</subject><subject>thermoplastic olefins</subject><subject>Thermoplastics</subject><subject>Transportation equipment industry</subject><subject>Weight reduction</subject><issn>0032-3888</issn><issn>1548-2634</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2024</creationdate><recordtype>article</recordtype><sourceid>N95</sourceid><recordid>eNp1kt-O1CAUxhujiePqhW9A9MrEzlLaaeFystnVTXZ1459rwsKhw4RCBbo6dz6Cr-Sr-CTSHROdZAwXEPh9H-fAVxTPK7ysMCanI7glaTuMHxSLatXQkrR187BYYFyTsqaUPi6exLjFma1XbFH8XCPn78AiZXqThEXWaJA7aQFpH9C1SBCMsL--_7gJXkKMeXVtZPAxhUmmKcB8BCHDg3ASUAArkvEubswYkdcobSAMfrQiJiORt6CNi9lcDBFlyaTFvY1Cd0agOI0QZDAZzbVoOxmFRIwmpgzMGmTcFuR8ARq8Vcb1T4tHWtgIz_7MJ8Xni_NPZ2_Lq_dvLs_WV6Vc5W7LRiisJWnbrhNAcHULGiumKVPAakUoVa1QK9Io1SnJOs2gwQoaKRlVHdNQnxQv9r65dcOjNAnkRnrncjmc1KTpSJWhl3toDP7LBDHxrZ-Cy3XxGreEMtIw9pfqhQVunPYpCDmYKPma4rph3YrOVHmE6sFBENa7_I55-4BfHuHzUDAYeVTw6kCQmQTfUi-mGPnlxw-H7Ot_2NspGpfDkH_S9JsU95Jj1nNSYgDNx2AGEXa8wnwOKs9B5fdBzezpnv2a69v9H-Q35-_2it_ObfDx</recordid><startdate>202406</startdate><enddate>202406</enddate><creator>Pradeep, Sai Aditya</creator><creator>Deshpande, Amit M.</creator><creator>Lavertu, Pierre‐Yves</creator><creator>Zheng, Ting</creator><creator>Yerra, Veera Aditya</creator><creator>Shimabukuro, Yiro</creator><creator>Li, Gang</creator><creator>Pilla, Srikanth</creator><general>John Wiley & Sons, Inc</general><general>Society of Plastics Engineers, Inc</general><general>Blackwell Publishing Ltd</general><general>Wiley Blackwell (John Wiley & Sons)</general><scope>AAYXX</scope><scope>CITATION</scope><scope>N95</scope><scope>XI7</scope><scope>ISR</scope><scope>7SR</scope><scope>8FD</scope><scope>JG9</scope><scope>OTOTI</scope><orcidid>https://orcid.org/0000-0003-3728-6578</orcidid><orcidid>https://orcid.org/0009-0007-8403-1400</orcidid><orcidid>https://orcid.org/0000-0002-0965-0355</orcidid><orcidid>https://orcid.org/0000000209650355</orcidid><orcidid>https://orcid.org/0000000337286578</orcidid><orcidid>https://orcid.org/0009000784031400</orcidid></search><sort><creationdate>202406</creationdate><title>A novel digital lifecycle for Material‐Process‐Microstructure‐Performance relationships of thermoplastic olefins foams manufactured via supercritical fluid assisted foam injection molding</title><author>Pradeep, Sai Aditya ; Deshpande, Amit M. ; Lavertu, Pierre‐Yves ; Zheng, Ting ; Yerra, Veera Aditya ; Shimabukuro, Yiro ; Li, Gang ; Pilla, Srikanth</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c5000-4ad0fc26677ae201bef0d9f89de93d288d6ad524dd7dc97f9e40de4cc98d79fe3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2024</creationdate><topic>Alkenes</topic><topic>Automobile industry</topic><topic>automotive Lightweighting</topic><topic>Chemical weapons</topic><topic>Composition</topic><topic>digital lifecycle (DLC)</topic><topic>Finite element method</topic><topic>Foaming agents</topic><topic>Injection molding</topic><topic>integrated computational materials engineering (ICME)</topic><topic>International economic relations</topic><topic>Mathematical models</topic><topic>Mechanical properties</topic><topic>Methods</topic><topic>microcellular foaming</topic><topic>Microstructure</topic><topic>microstructure‐process‐property relationships (MP2)</topic><topic>Olefinic thermoplastic elastomers</topic><topic>Olefins</topic><topic>Paintability</topic><topic>Plastic foam</topic><topic>Product life cycle</topic><topic>Production processes</topic><topic>Simulation methods</topic><topic>Supercritical fluids</topic><topic>thermoplastic foams</topic><topic>thermoplastic olefins</topic><topic>Thermoplastics</topic><topic>Transportation equipment industry</topic><topic>Weight reduction</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Pradeep, Sai Aditya</creatorcontrib><creatorcontrib>Deshpande, Amit M.</creatorcontrib><creatorcontrib>Lavertu, Pierre‐Yves</creatorcontrib><creatorcontrib>Zheng, Ting</creatorcontrib><creatorcontrib>Yerra, Veera Aditya</creatorcontrib><creatorcontrib>Shimabukuro, Yiro</creatorcontrib><creatorcontrib>Li, Gang</creatorcontrib><creatorcontrib>Pilla, Srikanth</creatorcontrib><collection>CrossRef</collection><collection>Gale Business: Insights</collection><collection>Business Insights: Essentials</collection><collection>Gale In Context: Science</collection><collection>Engineered Materials Abstracts</collection><collection>Technology Research Database</collection><collection>Materials Research Database</collection><collection>OSTI.GOV</collection><jtitle>Polymer engineering and science</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Pradeep, Sai Aditya</au><au>Deshpande, Amit M.</au><au>Lavertu, Pierre‐Yves</au><au>Zheng, Ting</au><au>Yerra, Veera Aditya</au><au>Shimabukuro, Yiro</au><au>Li, Gang</au><au>Pilla, Srikanth</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>A novel digital lifecycle for Material‐Process‐Microstructure‐Performance relationships of thermoplastic olefins foams manufactured via supercritical fluid assisted foam injection molding</atitle><jtitle>Polymer engineering and science</jtitle><date>2024-06</date><risdate>2024</risdate><volume>64</volume><issue>6</issue><spage>2420</spage><epage>2438</epage><pages>2420-2438</pages><issn>0032-3888</issn><eissn>1548-2634</eissn><abstract>This research significantly enhances the applicability of thermoplastic olefins (TPOs) in the automotive industry using supercritical N2 as a physical foaming agent, effectively addressing the limitations of traditional chemical agents. It merges experimental results with simulations to establish detailed material‐process‐microstructure‐performance (MP2) relationships, targeting 5–20% weight reductions. This innovative approach labeled digital lifecycle (DLC) helps accurately predict tensile, flexural, and impact properties based on the foam microstructure, along with experimentally demonstrating improved paintability. The study combines process simulations with finite element models to develop a comprehensive digital model for accurately predicting mechanical properties. Our findings demonstrate a strong correlation between simulated and experimental data, with about a 5% error across various weight reduction targets, marking significant improvements over existing analytical models. This research highlights the efficacy of physical foaming agents in TPO enhancement and emphasizes the importance of integrating experimental and simulation methods to capture the underlying foaming mechanism to establish material‐process‐microstructure‐performance (MP2) relationships.
Highlights
Establishes a material‐process‐microstructure‐performance (MP2) for TPO foams
Sustainably produces TPO foams using supercritical (ScF) N2 with 20% lightweighting
Shows enhanced paintability for TPO foam improved surface aesthetics
Digital lifecycle (DLC) that predicts both foam microstructure and properties
DLC maps process effects & microstructure onto FEA mesh for precise prediction
This research introduces a digital lifecycle (DLC) method for thermoplastic olefins, that enables the prediction of the microstructure of foams produced via supercritical N2 to achieve 5%–20% weight reduction goal. The DLC effectively predicts material properties, demonstrating a high accuracy with only a ~5% error in data correlation.</abstract><cop>Hoboken, USA</cop><pub>John Wiley & Sons, Inc</pub><doi>10.1002/pen.26700</doi><tpages>19</tpages><orcidid>https://orcid.org/0000-0003-3728-6578</orcidid><orcidid>https://orcid.org/0009-0007-8403-1400</orcidid><orcidid>https://orcid.org/0000-0002-0965-0355</orcidid><orcidid>https://orcid.org/0000000209650355</orcidid><orcidid>https://orcid.org/0000000337286578</orcidid><orcidid>https://orcid.org/0009000784031400</orcidid></addata></record> |
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ispartof | Polymer engineering and science, 2024-06, Vol.64 (6), p.2420-2438 |
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source | Wiley Online Library Journals Frontfile Complete |
subjects | Alkenes Automobile industry automotive Lightweighting Chemical weapons Composition digital lifecycle (DLC) Finite element method Foaming agents Injection molding integrated computational materials engineering (ICME) International economic relations Mathematical models Mechanical properties Methods microcellular foaming Microstructure microstructure‐process‐property relationships (MP2) Olefinic thermoplastic elastomers Olefins Paintability Plastic foam Product life cycle Production processes Simulation methods Supercritical fluids thermoplastic foams thermoplastic olefins Thermoplastics Transportation equipment industry Weight reduction |
title | A novel digital lifecycle for Material‐Process‐Microstructure‐Performance relationships of thermoplastic olefins foams manufactured via supercritical fluid assisted foam injection molding |
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