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Optimization of the Rubber Formulation for Footwear Applications from the Response Surface Method
Impact force remains the primary cause of foot injury and general discomfort with regard to footwear. The footwear industry traditionally relies on modified elastomers (including natural rubber) whose properties can be physically adjusted by varying the constituents in the rubber formulations. This...
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Published in: | Polymers 2020-09, Vol.12 (9), p.2032 |
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creator | Srewaradachpisal, Satta Dechwayukul, Charoenyutr Chatpun, Surapong Spontak, Richard J. Thongruang, Wiriya |
description | Impact force remains the primary cause of foot injury and general discomfort with regard to footwear. The footwear industry traditionally relies on modified elastomers (including natural rubber) whose properties can be physically adjusted by varying the constituents in the rubber formulations. This work aims to investigate the effect of filler/plasticizer fractions on shock attenuation of natural rubber soles. The statistical response surface method (RSM) was used to optimize the loading of natural rubber, fillers (carbon black and china clay) and a plasticizer (paraffinic oil). A novel predictive equation addressing the effects of additives on the physical and mechanical properties of the shoe sole was successfully created using the RSM. Our results demonstrate how the concentrations of these components regulate final properties, such as impact force absorption and hardness, in the commercial manufacture of shoe soles. While a higher loading level of plasticizer promotes reductions in hardness and impact force, as well as energy dissipation, in these modified elastomers, these properties were improved by increasing the filler content. |
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The footwear industry traditionally relies on modified elastomers (including natural rubber) whose properties can be physically adjusted by varying the constituents in the rubber formulations. This work aims to investigate the effect of filler/plasticizer fractions on shock attenuation of natural rubber soles. The statistical response surface method (RSM) was used to optimize the loading of natural rubber, fillers (carbon black and china clay) and a plasticizer (paraffinic oil). A novel predictive equation addressing the effects of additives on the physical and mechanical properties of the shoe sole was successfully created using the RSM. Our results demonstrate how the concentrations of these components regulate final properties, such as impact force absorption and hardness, in the commercial manufacture of shoe soles. While a higher loading level of plasticizer promotes reductions in hardness and impact force, as well as energy dissipation, in these modified elastomers, these properties were improved by increasing the filler content.</description><identifier>ISSN: 2073-4360</identifier><identifier>EISSN: 2073-4360</identifier><identifier>DOI: 10.3390/polym12092032</identifier><identifier>PMID: 32906718</identifier><language>eng</language><publisher>Basel: MDPI AG</publisher><subject>Additives ; Attenuation ; Carbon black ; Design of experiments ; Elastomers ; Energy ; Energy dissipation ; Fillers ; Footwear ; Formulations ; Hardness ; Impact loads ; Kaolinite ; Mechanical properties ; Natural rubber ; Optimization ; Physical properties ; Plasticizers ; Response surface methodology ; Rubber ; Shoes & boots ; Software ; Statistical analysis ; Sulfur ; Variables ; Zinc oxides</subject><ispartof>Polymers, 2020-09, Vol.12 (9), p.2032</ispartof><rights>2020. 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The footwear industry traditionally relies on modified elastomers (including natural rubber) whose properties can be physically adjusted by varying the constituents in the rubber formulations. This work aims to investigate the effect of filler/plasticizer fractions on shock attenuation of natural rubber soles. The statistical response surface method (RSM) was used to optimize the loading of natural rubber, fillers (carbon black and china clay) and a plasticizer (paraffinic oil). A novel predictive equation addressing the effects of additives on the physical and mechanical properties of the shoe sole was successfully created using the RSM. Our results demonstrate how the concentrations of these components regulate final properties, such as impact force absorption and hardness, in the commercial manufacture of shoe soles. While a higher loading level of plasticizer promotes reductions in hardness and impact force, as well as energy dissipation, in these modified elastomers, these properties were improved by increasing the filler content.</description><subject>Additives</subject><subject>Attenuation</subject><subject>Carbon black</subject><subject>Design of experiments</subject><subject>Elastomers</subject><subject>Energy</subject><subject>Energy dissipation</subject><subject>Fillers</subject><subject>Footwear</subject><subject>Formulations</subject><subject>Hardness</subject><subject>Impact loads</subject><subject>Kaolinite</subject><subject>Mechanical properties</subject><subject>Natural rubber</subject><subject>Optimization</subject><subject>Physical properties</subject><subject>Plasticizers</subject><subject>Response surface methodology</subject><subject>Rubber</subject><subject>Shoes & boots</subject><subject>Software</subject><subject>Statistical analysis</subject><subject>Sulfur</subject><subject>Variables</subject><subject>Zinc oxides</subject><issn>2073-4360</issn><issn>2073-4360</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2020</creationdate><recordtype>article</recordtype><sourceid>PIMPY</sourceid><recordid>eNpdkU1LxDAQhoMoKusevRe8eKmmSZo2F0HEVUER_DiHJJ24WdqmJq2iv96uXUTNZTLzPvMywyB0mOETSgU-7Xz90WQEC4Ip2UL7BBc0ZZTj7V__PTSPcYXHx3LOs2IX7VEiMC-ych-p-653jftUvfNt4m3SLyF5GLSGkCx8aIZ6Uqxf575_BxWS866rnfkWYmKDb6YuiN1YgORxCFYZSO6gX_rqAO1YVUeYb-IMPS8uny6u09v7q5uL89vUUEH6VDOmseGlYMTmOisqxokuCiuYIVyJ0mpqOLFClURQa0jFrOaAS2UrkQsAOkNnk2836AYqA20fVC274BoVPqRXTv5VWreUL_5NFjmnJc9Hg-ONQfCvA8ReNi4aqGvVgh-iJIxlHNNclCN69A9d-SG043oTJfIyX1PpRJngYwxgf4bJsFzfT_65H_0CQDmO3Q</recordid><startdate>20200907</startdate><enddate>20200907</enddate><creator>Srewaradachpisal, Satta</creator><creator>Dechwayukul, Charoenyutr</creator><creator>Chatpun, Surapong</creator><creator>Spontak, Richard J.</creator><creator>Thongruang, Wiriya</creator><general>MDPI AG</general><general>MDPI</general><scope>AAYXX</scope><scope>CITATION</scope><scope>7SR</scope><scope>8FD</scope><scope>8FE</scope><scope>8FG</scope><scope>ABJCF</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>AZQEC</scope><scope>BENPR</scope><scope>BGLVJ</scope><scope>CCPQU</scope><scope>D1I</scope><scope>DWQXO</scope><scope>HCIFZ</scope><scope>JG9</scope><scope>KB.</scope><scope>PDBOC</scope><scope>PIMPY</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PRINS</scope><scope>7X8</scope><scope>5PM</scope><orcidid>https://orcid.org/0000-0001-8458-0038</orcidid></search><sort><creationdate>20200907</creationdate><title>Optimization of the Rubber Formulation for Footwear Applications from the Response Surface Method</title><author>Srewaradachpisal, Satta ; Dechwayukul, Charoenyutr ; Chatpun, Surapong ; Spontak, Richard J. ; Thongruang, Wiriya</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c392t-b44b0c68942f5b17d462b77f94c26a98fb3c62f9a8293fc2d4fb6e08afd959ee3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2020</creationdate><topic>Additives</topic><topic>Attenuation</topic><topic>Carbon black</topic><topic>Design of experiments</topic><topic>Elastomers</topic><topic>Energy</topic><topic>Energy dissipation</topic><topic>Fillers</topic><topic>Footwear</topic><topic>Formulations</topic><topic>Hardness</topic><topic>Impact loads</topic><topic>Kaolinite</topic><topic>Mechanical properties</topic><topic>Natural rubber</topic><topic>Optimization</topic><topic>Physical properties</topic><topic>Plasticizers</topic><topic>Response surface methodology</topic><topic>Rubber</topic><topic>Shoes & boots</topic><topic>Software</topic><topic>Statistical analysis</topic><topic>Sulfur</topic><topic>Variables</topic><topic>Zinc oxides</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Srewaradachpisal, Satta</creatorcontrib><creatorcontrib>Dechwayukul, Charoenyutr</creatorcontrib><creatorcontrib>Chatpun, Surapong</creatorcontrib><creatorcontrib>Spontak, Richard J.</creatorcontrib><creatorcontrib>Thongruang, Wiriya</creatorcontrib><collection>CrossRef</collection><collection>Engineered Materials Abstracts</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 (Alumni Edition)</collection><collection>ProQuest Central</collection><collection>ProQuest Central Essentials</collection><collection>ProQuest Central</collection><collection>Technology Collection</collection><collection>ProQuest One Community College</collection><collection>ProQuest Materials Science Collection</collection><collection>ProQuest Central</collection><collection>SciTech Premium Collection</collection><collection>Materials Research Database</collection><collection>Materials Science Database</collection><collection>Materials Science Collection</collection><collection>Publicly Available Content 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>ProQuest Central China</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Polymers</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Srewaradachpisal, Satta</au><au>Dechwayukul, Charoenyutr</au><au>Chatpun, Surapong</au><au>Spontak, Richard J.</au><au>Thongruang, Wiriya</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Optimization of the Rubber Formulation for Footwear Applications from the Response Surface Method</atitle><jtitle>Polymers</jtitle><date>2020-09-07</date><risdate>2020</risdate><volume>12</volume><issue>9</issue><spage>2032</spage><pages>2032-</pages><issn>2073-4360</issn><eissn>2073-4360</eissn><abstract>Impact force remains the primary cause of foot injury and general discomfort with regard to footwear. The footwear industry traditionally relies on modified elastomers (including natural rubber) whose properties can be physically adjusted by varying the constituents in the rubber formulations. This work aims to investigate the effect of filler/plasticizer fractions on shock attenuation of natural rubber soles. The statistical response surface method (RSM) was used to optimize the loading of natural rubber, fillers (carbon black and china clay) and a plasticizer (paraffinic oil). A novel predictive equation addressing the effects of additives on the physical and mechanical properties of the shoe sole was successfully created using the RSM. Our results demonstrate how the concentrations of these components regulate final properties, such as impact force absorption and hardness, in the commercial manufacture of shoe soles. 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subjects | Additives Attenuation Carbon black Design of experiments Elastomers Energy Energy dissipation Fillers Footwear Formulations Hardness Impact loads Kaolinite Mechanical properties Natural rubber Optimization Physical properties Plasticizers Response surface methodology Rubber Shoes & boots Software Statistical analysis Sulfur Variables Zinc oxides |
title | Optimization of the Rubber Formulation for Footwear Applications from the Response Surface Method |
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