{"title":"利用响应面法优化3d打印pla -石墨烯复合材料的力学性能","authors":"A. El Magri, S. Vaudreuil","doi":"10.5604/01.3001.0015.5928","DOIUrl":null,"url":null,"abstract":"Purpose: This work aims to study the relationship between various processing parameters to fabricate PLA-graphene based 3D parts with high mechanical properties. The selected parameters in this study are known for their critical impact on the final properties of printed parts.\nDesign/methodology/approach: Three key printing parameters are simultaneously studied in a systematic manner using central composite design (CCD). The selected printing parameters are printing temperature, printing speed, and layer thickness.\nFindings: Through a variance analysis, all tested printing parameters significantly impact the final properties of printed PLA-graphene’s parts. A response surface methodology (RSM) was also applied to analyse the results and to optimize the tensile and the flexural properties. According to this latter methodology, the optimum factor levels are found at 200°C printing temperature, 34.65 mm s-1 printing speed and 0.2 mm layer thickness.\nResearch limitations/implications: Results indicate that layer thickness and printing speed are the dominant contributors to tensile and flexural properties.\nOriginality/value: As one of the few polymers loaded with nanoparticles available, polylactic acid (PLA) reinforced graphene was selected in this study as a base material \nfor FFF 3D printing process. A response surface methodology was applied to analyse the results and to maximize the tensile and flexural properties of 3D printed PLA-graphene composite.\n\n","PeriodicalId":8297,"journal":{"name":"Archives of materials science and engineering","volume":" ","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2021-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"8","resultStr":"{\"title\":\"Optimizing the mechanical properties of 3D-printed PLA-graphene composite using response surface methodology\",\"authors\":\"A. El Magri, S. Vaudreuil\",\"doi\":\"10.5604/01.3001.0015.5928\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Purpose: This work aims to study the relationship between various processing parameters to fabricate PLA-graphene based 3D parts with high mechanical properties. The selected parameters in this study are known for their critical impact on the final properties of printed parts.\\nDesign/methodology/approach: Three key printing parameters are simultaneously studied in a systematic manner using central composite design (CCD). The selected printing parameters are printing temperature, printing speed, and layer thickness.\\nFindings: Through a variance analysis, all tested printing parameters significantly impact the final properties of printed PLA-graphene’s parts. A response surface methodology (RSM) was also applied to analyse the results and to optimize the tensile and the flexural properties. According to this latter methodology, the optimum factor levels are found at 200°C printing temperature, 34.65 mm s-1 printing speed and 0.2 mm layer thickness.\\nResearch limitations/implications: Results indicate that layer thickness and printing speed are the dominant contributors to tensile and flexural properties.\\nOriginality/value: As one of the few polymers loaded with nanoparticles available, polylactic acid (PLA) reinforced graphene was selected in this study as a base material \\nfor FFF 3D printing process. A response surface methodology was applied to analyse the results and to maximize the tensile and flexural properties of 3D printed PLA-graphene composite.\\n\\n\",\"PeriodicalId\":8297,\"journal\":{\"name\":\"Archives of materials science and engineering\",\"volume\":\" \",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2021-11-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"8\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Archives of materials science and engineering\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.5604/01.3001.0015.5928\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q3\",\"JCRName\":\"Materials Science\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Archives of materials science and engineering","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.5604/01.3001.0015.5928","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"Materials Science","Score":null,"Total":0}
引用次数: 8
摘要
目的:研究制备高力学性能pla -石墨烯基3D零件的工艺参数之间的关系。本研究中所选择的参数对打印部件的最终性能有重要影响。设计/方法/方法:使用中心复合设计(CCD)以系统的方式同时研究三个关键的打印参数。选择的打印参数是打印温度、打印速度和层厚。结果:通过方差分析,所有测试的打印参数显著影响打印pla -石墨烯部件的最终性能。响应面法(RSM)也被应用于分析结果和优化拉伸和弯曲性能。根据后一种方法,发现最佳因子水平为200°C印刷温度,34.65 mm s-1印刷速度和0.2 mm层厚度。研究局限/启示:结果表明,层厚度和打印速度是影响拉伸和弯曲性能的主要因素。独创性/价值:聚乳酸(PLA)增强石墨烯是为数不多的纳米颗粒负载聚合物之一,本研究选择聚乳酸(PLA)增强石墨烯作为FFF 3D打印工艺的基础材料。应用响应面方法分析结果,并最大限度地提高3D打印pla -石墨烯复合材料的拉伸和弯曲性能。
Optimizing the mechanical properties of 3D-printed PLA-graphene composite using response surface methodology
Purpose: This work aims to study the relationship between various processing parameters to fabricate PLA-graphene based 3D parts with high mechanical properties. The selected parameters in this study are known for their critical impact on the final properties of printed parts.
Design/methodology/approach: Three key printing parameters are simultaneously studied in a systematic manner using central composite design (CCD). The selected printing parameters are printing temperature, printing speed, and layer thickness.
Findings: Through a variance analysis, all tested printing parameters significantly impact the final properties of printed PLA-graphene’s parts. A response surface methodology (RSM) was also applied to analyse the results and to optimize the tensile and the flexural properties. According to this latter methodology, the optimum factor levels are found at 200°C printing temperature, 34.65 mm s-1 printing speed and 0.2 mm layer thickness.
Research limitations/implications: Results indicate that layer thickness and printing speed are the dominant contributors to tensile and flexural properties.
Originality/value: As one of the few polymers loaded with nanoparticles available, polylactic acid (PLA) reinforced graphene was selected in this study as a base material
for FFF 3D printing process. A response surface methodology was applied to analyse the results and to maximize the tensile and flexural properties of 3D printed PLA-graphene composite.