Effect of Curing Temperature and Time on Mechanical Properties of Vinyl Polymer Material for Sealing Applications in Industry Using Machine Learning Techniques

IF 4.6 Q2 MATERIALS SCIENCE, BIOMATERIALS ACS Applied Bio Materials Pub Date : 2023-05-16 DOI:10.1155/2023/9964610
Sudheer D. Kulkarni, B. Manjunatha, U. Chandrasekhar, G. K. Siddesh, Haiter Lenin, Sujin Jose Arul
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引用次数: 1

Abstract

A seal is a mechanism or a piece of material that securely shuts a hole so that air, liquid, or other substances cannot enter or exit the system. Seals are an essential component of practically all machinery and engines and have several applications in industry. The development of novel materials for sealing applications is essentially required on these days. In this research, an attempt is made to find the polymer material for the said application. Poly vinyl rubber material has been taken, and the specimens are prepared for testing the tensile properties and hardness. The specimens were prepared by using die with various temperatures and curing time. Sixteen specimens were prepared by changing the curing temperature, curing time, postcuring temperature, and postcuring time. The curing temperature 150°C and 170°C, postcuring temperature 100°C and 50°C, curing time 14 mins and 18 mins, postcuring time 120 mins and 60 mins, and the pressure of 150 kg/cm2 for all the specimens were maintained. The tensile strength and hardness analysis were done as per the ASTM standard, and it was found that the specimen prepared on 150°C curing temperature, 18 min curing time, 50°C postcuring temperature, and 120 min postcuring time provides the higher tensile strength. DOE analysis is also done to determine the best values of the factors impacting the mechanical characteristics of the seal material. Simple regression analysis is used to find the influence of curing temperature and curing time on the tensile strength and hardness for every 1°C temperature rise and 1 sec curing time.
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利用机器学习技术研究固化温度和时间对工业密封用乙烯基高分子材料力学性能的影响
密封件是一种机制或一块材料,可以安全地堵住一个孔,使空气、液体或其他物质无法进入或离开系统。密封件是几乎所有机械和发动机的重要组成部分,在工业中有多种应用。目前主要需要开发用于密封应用的新型材料。在这项研究中,试图找到用于上述应用的聚合物材料。采用聚乙烯橡胶材料,制备了拉伸性能和硬度的试样。通过使用模具在不同温度和固化时间下制备试样。通过改变固化温度、固化时间、后固化温度和后固化时间制备了16个试样。固化温度150°C和170°C,后固化温度100°C和50°C,固化时间14 分钟和18 分钟,后固化时间120 分钟和60 分钟,压力为150 保持所有样品的kg/cm2。根据ASTM标准进行拉伸强度和硬度分析,发现试样在150°C固化温度下制备,18 最小固化时间、50°C后固化温度和120 最短的后固化时间提供了更高的拉伸强度。DOE分析还用于确定影响密封材料机械特性的因素的最佳值。采用简单回归分析,发现每升高1°C,固化温度和固化时间对拉伸强度和硬度的影响 秒固化时间。
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
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