Saurabh Kafaltiya, Pawan Kumar Agrawal, Pragya Sharma, V. K. Singh, Jitendra Bhaskar, Sakshi Chauhan, Akarsh Verma
{"title":"石墨增强可生物降解 PVA 富马酸交联复合材料特性的多响应优化:基于灰色模糊逻辑的混合方法","authors":"Saurabh Kafaltiya, Pawan Kumar Agrawal, Pragya Sharma, V. K. Singh, Jitendra Bhaskar, Sakshi Chauhan, Akarsh Verma","doi":"10.1002/vnl.22112","DOIUrl":null,"url":null,"abstract":"<div>\n \n \n <section>\n \n <p>In the current investigation, enhancement in the mechanical properties, thermal stability, and decrement in the moisture absorption capabilities of polyvinyl alcohol was observed by cross-linking it with different weight percentages (wt. %) of fumaric acid and reinforcing them along with sulfuric acid-modified graphite particles. The effects of altering the cross-linking duration and fumaric acid wt. % were investigated in the resulting composite using the Taguchi L16 experimental design method. As in this contemporary era of rapid industrial expansion and fierce competition, the primary goals of manufacturers revolve around the production of high-quality goods at optimal costs within a specified timeframe. Therefore, to save both cost and time, the authors have utilized a technique known as “gray-fuzzy optimization” to balance competing goals between mechanical (toughness, elongation and strength) and physical (water intake capacity) attributes. The present approach aimed to reduce the experimentation expenses and increase the effectiveness of composite manufacturing by considerably reducing the intricacy of practical multi-response optimization issues. Response graphs and analysis of variance tests were also utilized to calculate the percentage contribution of the input variables and provide model significance.</p>\n </section>\n \n <section>\n \n <h3> Highlights</h3>\n \n <div>\n <ul>\n \n <li>Polyvinyl alcohol is cross-linked with different weight percentages (wt. %) of fumaric acid, and reinforced them with sulfuric acid-modified graphite particles.</li>\n \n <li>Enhancement in mechanical properties, thermal stability, and decrease in moisture absorption capabilities were perceived for the fabricated composite.</li>\n \n <li>Effects of altering the cross-linking duration and fumaric acid wt. % were investigated in the resulting composite using the Taguchi L16 experimental design.</li>\n \n <li>Gray-fuzzy optimization technique was utilized to balance competing goals between water intake and mechanical attributes like toughness, elongation and strength.</li>\n \n <li>Response graphs and analysis of variance (ANOVA) tests were also utilized to evaluate the percentage contribution of input variables and provide model significance.</li>\n </ul>\n </div>\n </section>\n </div>","PeriodicalId":17662,"journal":{"name":"Journal of Vinyl & Additive Technology","volume":"30 5","pages":"1190-1206"},"PeriodicalIF":3.8000,"publicationDate":"2024-05-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Multi-response optimization of characteristics for graphite reinforced biodegradable PVA-fumaric acid cross-linked composite: A gray-fuzzy logic-based hybrid approach\",\"authors\":\"Saurabh Kafaltiya, Pawan Kumar Agrawal, Pragya Sharma, V. K. Singh, Jitendra Bhaskar, Sakshi Chauhan, Akarsh Verma\",\"doi\":\"10.1002/vnl.22112\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div>\\n \\n \\n <section>\\n \\n <p>In the current investigation, enhancement in the mechanical properties, thermal stability, and decrement in the moisture absorption capabilities of polyvinyl alcohol was observed by cross-linking it with different weight percentages (wt. %) of fumaric acid and reinforcing them along with sulfuric acid-modified graphite particles. The effects of altering the cross-linking duration and fumaric acid wt. % were investigated in the resulting composite using the Taguchi L16 experimental design method. As in this contemporary era of rapid industrial expansion and fierce competition, the primary goals of manufacturers revolve around the production of high-quality goods at optimal costs within a specified timeframe. Therefore, to save both cost and time, the authors have utilized a technique known as “gray-fuzzy optimization” to balance competing goals between mechanical (toughness, elongation and strength) and physical (water intake capacity) attributes. The present approach aimed to reduce the experimentation expenses and increase the effectiveness of composite manufacturing by considerably reducing the intricacy of practical multi-response optimization issues. Response graphs and analysis of variance tests were also utilized to calculate the percentage contribution of the input variables and provide model significance.</p>\\n </section>\\n \\n <section>\\n \\n <h3> Highlights</h3>\\n \\n <div>\\n <ul>\\n \\n <li>Polyvinyl alcohol is cross-linked with different weight percentages (wt. %) of fumaric acid, and reinforced them with sulfuric acid-modified graphite particles.</li>\\n \\n <li>Enhancement in mechanical properties, thermal stability, and decrease in moisture absorption capabilities were perceived for the fabricated composite.</li>\\n \\n <li>Effects of altering the cross-linking duration and fumaric acid wt. % were investigated in the resulting composite using the Taguchi L16 experimental design.</li>\\n \\n <li>Gray-fuzzy optimization technique was utilized to balance competing goals between water intake and mechanical attributes like toughness, elongation and strength.</li>\\n \\n <li>Response graphs and analysis of variance (ANOVA) tests were also utilized to evaluate the percentage contribution of input variables and provide model significance.</li>\\n </ul>\\n </div>\\n </section>\\n </div>\",\"PeriodicalId\":17662,\"journal\":{\"name\":\"Journal of Vinyl & Additive Technology\",\"volume\":\"30 5\",\"pages\":\"1190-1206\"},\"PeriodicalIF\":3.8000,\"publicationDate\":\"2024-05-09\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Vinyl & Additive Technology\",\"FirstCategoryId\":\"88\",\"ListUrlMain\":\"https://onlinelibrary.wiley.com/doi/10.1002/vnl.22112\",\"RegionNum\":4,\"RegionCategory\":\"工程技术\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"CHEMISTRY, APPLIED\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Vinyl & Additive Technology","FirstCategoryId":"88","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1002/vnl.22112","RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"CHEMISTRY, APPLIED","Score":null,"Total":0}
Multi-response optimization of characteristics for graphite reinforced biodegradable PVA-fumaric acid cross-linked composite: A gray-fuzzy logic-based hybrid approach
In the current investigation, enhancement in the mechanical properties, thermal stability, and decrement in the moisture absorption capabilities of polyvinyl alcohol was observed by cross-linking it with different weight percentages (wt. %) of fumaric acid and reinforcing them along with sulfuric acid-modified graphite particles. The effects of altering the cross-linking duration and fumaric acid wt. % were investigated in the resulting composite using the Taguchi L16 experimental design method. As in this contemporary era of rapid industrial expansion and fierce competition, the primary goals of manufacturers revolve around the production of high-quality goods at optimal costs within a specified timeframe. Therefore, to save both cost and time, the authors have utilized a technique known as “gray-fuzzy optimization” to balance competing goals between mechanical (toughness, elongation and strength) and physical (water intake capacity) attributes. The present approach aimed to reduce the experimentation expenses and increase the effectiveness of composite manufacturing by considerably reducing the intricacy of practical multi-response optimization issues. Response graphs and analysis of variance tests were also utilized to calculate the percentage contribution of the input variables and provide model significance.
Highlights
Polyvinyl alcohol is cross-linked with different weight percentages (wt. %) of fumaric acid, and reinforced them with sulfuric acid-modified graphite particles.
Enhancement in mechanical properties, thermal stability, and decrease in moisture absorption capabilities were perceived for the fabricated composite.
Effects of altering the cross-linking duration and fumaric acid wt. % were investigated in the resulting composite using the Taguchi L16 experimental design.
Gray-fuzzy optimization technique was utilized to balance competing goals between water intake and mechanical attributes like toughness, elongation and strength.
Response graphs and analysis of variance (ANOVA) tests were also utilized to evaluate the percentage contribution of input variables and provide model significance.
期刊介绍:
Journal of Vinyl and Additive Technology is a peer-reviewed technical publication for new work in the fields of polymer modifiers and additives, vinyl polymers and selected review papers. Over half of all papers in JVAT are based on technology of additives and modifiers for all classes of polymers: thermoset polymers and both condensation and addition thermoplastics. Papers on vinyl technology include PVC additives.