Statistical models for the mechanical properties of 3D printed external medical aids
Purpose 3D printing is gaining attention in the medical sector for the development of customized solutions for a wide range of applications such as temporary external implants. The materials used for the manufacturing process are critical, as they must provide biocompatibility and adequate mechanica...
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Veröffentlicht in: | Rapid prototyping journal 2021-01, Vol.27 (1), p.176-186 |
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creator | Moreno, Rafael Carou, Diego Carazo-Álvarez, Daniel Gupta, Munish Kumar |
description | Purpose
3D printing is gaining attention in the medical sector for the development of customized solutions for a wide range of applications such as temporary external implants. The materials used for the manufacturing process are critical, as they must provide biocompatibility and adequate mechanical properties. This study aims to evaluate and model the influence of the printing parameters on the mechanical properties of two biocompatible materials.
Design/methodology/approach
In this study, the mechanical properties of 3D-printed specimens of two biocompatible materials (ABS medical and PLActive) were evaluated. The influence of several printing parameters (infill density, raster angle and layer height) was studied and modelled on three response variables: ultimate tensile strength, deformation at the ultimate tensile strength and Young’s modulus. Therefore, statistical models were developed to predict the mechanical responses based on the selected printing parameters.
Findings
The used methodology allowed obtaining compact models that show good fit, particularly, for both the ultimate tensile strength and Young’s modulus. Regarding the deformation at ultimate tensile strength, this output was found to be influenced by more factors and interactions, resulting in a slightly less precise model. In addition, the influence of the printing parameters was discussed in the work.
Originality/value
The presented paper proposed the use of statistical models to select the printing parameters (infill density, raster angle and layer height) to optimize the mechanical response of external medical aids. The models will help users, researchers and firms to develop optimized solutions that can reduce material costs and printing time but guaranteeing the mechanical response of the parts. |
doi_str_mv | 10.1108/RPJ-02-2020-0033 |
format | Article |
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3D printing is gaining attention in the medical sector for the development of customized solutions for a wide range of applications such as temporary external implants. The materials used for the manufacturing process are critical, as they must provide biocompatibility and adequate mechanical properties. This study aims to evaluate and model the influence of the printing parameters on the mechanical properties of two biocompatible materials.
Design/methodology/approach
In this study, the mechanical properties of 3D-printed specimens of two biocompatible materials (ABS medical and PLActive) were evaluated. The influence of several printing parameters (infill density, raster angle and layer height) was studied and modelled on three response variables: ultimate tensile strength, deformation at the ultimate tensile strength and Young’s modulus. Therefore, statistical models were developed to predict the mechanical responses based on the selected printing parameters.
Findings
The used methodology allowed obtaining compact models that show good fit, particularly, for both the ultimate tensile strength and Young’s modulus. Regarding the deformation at ultimate tensile strength, this output was found to be influenced by more factors and interactions, resulting in a slightly less precise model. In addition, the influence of the printing parameters was discussed in the work.
Originality/value
The presented paper proposed the use of statistical models to select the printing parameters (infill density, raster angle and layer height) to optimize the mechanical response of external medical aids. The models will help users, researchers and firms to develop optimized solutions that can reduce material costs and printing time but guaranteeing the mechanical response of the parts.</description><identifier>ISSN: 1355-2546</identifier><identifier>EISSN: 1758-7670</identifier><identifier>DOI: 10.1108/RPJ-02-2020-0033</identifier><language>eng</language><publisher>Bradford: Emerald Publishing Limited</publisher><subject>Additive manufacturing ; Biocompatibility ; Biomedical materials ; COVID-19 ; Deformation ; Density ; Design ; Mechanical analysis ; Mechanical properties ; Medical materials ; Medical research ; Modulus of elasticity ; Orthopedics ; Parameters ; Polyethylene ; Polylactic acid ; Polymers ; Polyvinyl alcohol ; Prostheses ; Quality control ; Rapid prototyping ; Raster ; Redevelopment ; Software ; Statistical models ; Surgical implants ; Three dimensional printing ; Ultimate tensile strength</subject><ispartof>Rapid prototyping journal, 2021-01, Vol.27 (1), p.176-186</ispartof><rights>Emerald Publishing Limited</rights><rights>Emerald Publishing Limited 2020</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c311t-d419de574c5844b682638e71d96452c04d46cc9c2595f565a55051d8a85b23a63</citedby><cites>FETCH-LOGICAL-c311t-d419de574c5844b682638e71d96452c04d46cc9c2595f565a55051d8a85b23a63</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://www.emerald.com/insight/content/doi/10.1108/RPJ-02-2020-0033/full/html$$EHTML$$P50$$Gemerald$$H</linktohtml><link.rule.ids>314,780,784,966,11634,21694,27923,27924,52688,53243</link.rule.ids></links><search><creatorcontrib>Moreno, Rafael</creatorcontrib><creatorcontrib>Carou, Diego</creatorcontrib><creatorcontrib>Carazo-Álvarez, Daniel</creatorcontrib><creatorcontrib>Gupta, Munish Kumar</creatorcontrib><title>Statistical models for the mechanical properties of 3D printed external medical aids</title><title>Rapid prototyping journal</title><description>Purpose
3D printing is gaining attention in the medical sector for the development of customized solutions for a wide range of applications such as temporary external implants. The materials used for the manufacturing process are critical, as they must provide biocompatibility and adequate mechanical properties. This study aims to evaluate and model the influence of the printing parameters on the mechanical properties of two biocompatible materials.
Design/methodology/approach
In this study, the mechanical properties of 3D-printed specimens of two biocompatible materials (ABS medical and PLActive) were evaluated. The influence of several printing parameters (infill density, raster angle and layer height) was studied and modelled on three response variables: ultimate tensile strength, deformation at the ultimate tensile strength and Young’s modulus. Therefore, statistical models were developed to predict the mechanical responses based on the selected printing parameters.
Findings
The used methodology allowed obtaining compact models that show good fit, particularly, for both the ultimate tensile strength and Young’s modulus. Regarding the deformation at ultimate tensile strength, this output was found to be influenced by more factors and interactions, resulting in a slightly less precise model. In addition, the influence of the printing parameters was discussed in the work.
Originality/value
The presented paper proposed the use of statistical models to select the printing parameters (infill density, raster angle and layer height) to optimize the mechanical response of external medical aids. The models will help users, researchers and firms to develop optimized solutions that can reduce material costs and printing time but guaranteeing the mechanical response of the parts.</description><subject>Additive manufacturing</subject><subject>Biocompatibility</subject><subject>Biomedical materials</subject><subject>COVID-19</subject><subject>Deformation</subject><subject>Density</subject><subject>Design</subject><subject>Mechanical analysis</subject><subject>Mechanical properties</subject><subject>Medical materials</subject><subject>Medical research</subject><subject>Modulus of elasticity</subject><subject>Orthopedics</subject><subject>Parameters</subject><subject>Polyethylene</subject><subject>Polylactic acid</subject><subject>Polymers</subject><subject>Polyvinyl alcohol</subject><subject>Prostheses</subject><subject>Quality control</subject><subject>Rapid prototyping</subject><subject>Raster</subject><subject>Redevelopment</subject><subject>Software</subject><subject>Statistical models</subject><subject>Surgical implants</subject><subject>Three dimensional printing</subject><subject>Ultimate tensile strength</subject><issn>1355-2546</issn><issn>1758-7670</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2021</creationdate><recordtype>article</recordtype><sourceid>AFKRA</sourceid><sourceid>BENPR</sourceid><sourceid>CCPQU</sourceid><sourceid>DWQXO</sourceid><recordid>eNptkE1LAzEQhoMoWKt3jwueYycfk80epX5TULSeQ5pk6ZZttyYp6L93t_UieMqQeZ_h5SHkksE1Y6Anb6_PFDjlwIECCHFERqxETUtVwnE_C0TKUapTcpbSCoBxiTAi8_dsc5Ny42xbrDsf2lTUXSzyMhTr4JZ2s99sY7cNMTchFV1diNv-o9nk4IvwlUPcDGzw-6RtfDonJ7VtU7j4fcfk4_5uPn2ks5eHp-nNjDrBWKZessoHLKVDLeVCaa6EDiXzlZLIHUgvlXOV41hhjQotIiDz2mpccGGVGJOrw92-3ucupGxW3W5okwxHIYBpzaBPwSHlYpdSDLXpy69t_DYMzODO9O4McDO4M4O7HpkckLAO0bb-P-KPbfEDD6duZw</recordid><startdate>20210108</startdate><enddate>20210108</enddate><creator>Moreno, Rafael</creator><creator>Carou, Diego</creator><creator>Carazo-Álvarez, Daniel</creator><creator>Gupta, Munish Kumar</creator><general>Emerald Publishing Limited</general><general>Emerald Group Publishing Limited</general><scope>AAYXX</scope><scope>CITATION</scope><scope>0U~</scope><scope>1-H</scope><scope>7TB</scope><scope>7WY</scope><scope>7WZ</scope><scope>7XB</scope><scope>8AO</scope><scope>8FD</scope><scope>8FE</scope><scope>8FG</scope><scope>ABJCF</scope><scope>AFKRA</scope><scope>BENPR</scope><scope>BEZIV</scope><scope>BGLVJ</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>FR3</scope><scope>F~G</scope><scope>HCIFZ</scope><scope>K6~</scope><scope>L.-</scope><scope>L.0</scope><scope>L6V</scope><scope>M0C</scope><scope>M7S</scope><scope>PQBIZ</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PTHSS</scope><scope>Q9U</scope><scope>S0W</scope></search><sort><creationdate>20210108</creationdate><title>Statistical models for the mechanical properties of 3D printed external medical aids</title><author>Moreno, Rafael ; Carou, Diego ; Carazo-Álvarez, Daniel ; Gupta, Munish Kumar</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c311t-d419de574c5844b682638e71d96452c04d46cc9c2595f565a55051d8a85b23a63</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2021</creationdate><topic>Additive manufacturing</topic><topic>Biocompatibility</topic><topic>Biomedical materials</topic><topic>COVID-19</topic><topic>Deformation</topic><topic>Density</topic><topic>Design</topic><topic>Mechanical analysis</topic><topic>Mechanical properties</topic><topic>Medical materials</topic><topic>Medical research</topic><topic>Modulus of elasticity</topic><topic>Orthopedics</topic><topic>Parameters</topic><topic>Polyethylene</topic><topic>Polylactic acid</topic><topic>Polymers</topic><topic>Polyvinyl alcohol</topic><topic>Prostheses</topic><topic>Quality control</topic><topic>Rapid prototyping</topic><topic>Raster</topic><topic>Redevelopment</topic><topic>Software</topic><topic>Statistical models</topic><topic>Surgical implants</topic><topic>Three dimensional printing</topic><topic>Ultimate tensile strength</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Moreno, Rafael</creatorcontrib><creatorcontrib>Carou, Diego</creatorcontrib><creatorcontrib>Carazo-Álvarez, Daniel</creatorcontrib><creatorcontrib>Gupta, Munish Kumar</creatorcontrib><collection>CrossRef</collection><collection>Global News & ABI/Inform Professional</collection><collection>Trade PRO</collection><collection>Mechanical & Transportation Engineering Abstracts</collection><collection>ABI/INFORM Collection</collection><collection>ABI/INFORM Global (PDF only)</collection><collection>ProQuest Central (purchase pre-March 2016)</collection><collection>ProQuest Pharma Collection</collection><collection>Technology Research Database</collection><collection>ProQuest SciTech Collection</collection><collection>ProQuest Technology Collection</collection><collection>Materials Science & Engineering Collection</collection><collection>ProQuest Central UK/Ireland</collection><collection>ProQuest Central</collection><collection>Business Premium Collection</collection><collection>Technology Collection</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central Korea</collection><collection>Engineering Research Database</collection><collection>ABI/INFORM Global (Corporate)</collection><collection>SciTech Premium Collection</collection><collection>ProQuest Business Collection</collection><collection>ABI/INFORM Professional Advanced</collection><collection>ABI/INFORM Professional Standard</collection><collection>ProQuest Engineering Collection</collection><collection>ABI/INFORM Global</collection><collection>Engineering Database</collection><collection>ProQuest One Business</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><collection>ProQuest Central Basic</collection><collection>DELNET Engineering & Technology Collection</collection><jtitle>Rapid prototyping journal</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Moreno, Rafael</au><au>Carou, Diego</au><au>Carazo-Álvarez, Daniel</au><au>Gupta, Munish Kumar</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Statistical models for the mechanical properties of 3D printed external medical aids</atitle><jtitle>Rapid prototyping journal</jtitle><date>2021-01-08</date><risdate>2021</risdate><volume>27</volume><issue>1</issue><spage>176</spage><epage>186</epage><pages>176-186</pages><issn>1355-2546</issn><eissn>1758-7670</eissn><abstract>Purpose
3D printing is gaining attention in the medical sector for the development of customized solutions for a wide range of applications such as temporary external implants. The materials used for the manufacturing process are critical, as they must provide biocompatibility and adequate mechanical properties. This study aims to evaluate and model the influence of the printing parameters on the mechanical properties of two biocompatible materials.
Design/methodology/approach
In this study, the mechanical properties of 3D-printed specimens of two biocompatible materials (ABS medical and PLActive) were evaluated. The influence of several printing parameters (infill density, raster angle and layer height) was studied and modelled on three response variables: ultimate tensile strength, deformation at the ultimate tensile strength and Young’s modulus. Therefore, statistical models were developed to predict the mechanical responses based on the selected printing parameters.
Findings
The used methodology allowed obtaining compact models that show good fit, particularly, for both the ultimate tensile strength and Young’s modulus. Regarding the deformation at ultimate tensile strength, this output was found to be influenced by more factors and interactions, resulting in a slightly less precise model. In addition, the influence of the printing parameters was discussed in the work.
Originality/value
The presented paper proposed the use of statistical models to select the printing parameters (infill density, raster angle and layer height) to optimize the mechanical response of external medical aids. The models will help users, researchers and firms to develop optimized solutions that can reduce material costs and printing time but guaranteeing the mechanical response of the parts.</abstract><cop>Bradford</cop><pub>Emerald Publishing Limited</pub><doi>10.1108/RPJ-02-2020-0033</doi><tpages>11</tpages></addata></record> |
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subjects | Additive manufacturing Biocompatibility Biomedical materials COVID-19 Deformation Density Design Mechanical analysis Mechanical properties Medical materials Medical research Modulus of elasticity Orthopedics Parameters Polyethylene Polylactic acid Polymers Polyvinyl alcohol Prostheses Quality control Rapid prototyping Raster Redevelopment Software Statistical models Surgical implants Three dimensional printing Ultimate tensile strength |
title | Statistical models for the mechanical properties of 3D printed external medical aids |
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