通过添加石墨烯提高 AM60B 镁合金的机械性能:表征和回归分析。

IF 3.1 3区 材料科学 Q3 CHEMISTRY, PHYSICAL Materials Pub Date : 2024-09-23 DOI:10.3390/ma17184673
Song-Jeng Huang, Jeffry Sanjaya, Yudhistira Adityawardhana, Sathiyalingam Kannaiyan
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引用次数: 0

摘要

镁合金重量轻、强度高,适用于各行各业的各种应用,因此备受关注。然而,为了满足工业要求,必须改善其机械性能。本研究探讨了添加石墨烯提高 AM60B 镁合金机械性能的潜力。采用搅拌铸造法对不同重量百分比(0 重量百分比、0.1 重量百分比和 0.2 重量百分比)的石墨烯样品进行了测试。此外,还对复合材料的伸长率和拉伸强度进行了评估。使用 X 射线衍射、光学显微镜和 SEM-EDS 等表征技术分析了相组成、粒度和团聚现象。与未加入石墨烯的合金相比,加入 0.1 重量百分比石墨烯的镁合金的屈服强度提高了约 13.4%。此外,还观察到伸长率增加了 8.8%。不过,加入 0.2 重量% 的石墨烯后,合金的拉伸性能有所降低。拉伸断裂图结果表明,添加 0.2 重量% 的石墨烯后,合金发生脆性断裂的几率更高。此外,利用机器学习技术进行的回归分析显示了预测复合材料应力-应变曲线的潜力。
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Enhancing the Mechanical Properties of AM60B Magnesium Alloys through Graphene Addition: Characterization and Regression Analysis.

The light weight and high strength of magnesium alloys have garnered significant attention, rendering them suitable for various applications across industries. Nevertheless, to meet industrial requirements, the mechanical properties must be improved. This investigation explores the potential of graphene addition to enhance the mechanical properties of AM60B magnesium alloy. Tests were conducted on samples with different weight percentages (wt.%) of graphene (0 wt.%, 0.1 wt.%, and 0.2 wt.%) using stir casting. The elongation and tensile strength of the composite materials were also assessed. The phase composition, particle size, and agglomeration phenomena were analyzed using characterization techniques such as X-ray diffraction, optical microscopy, and SEM-EDS. The yield strength of the magnesium alloy was enhanced by approximately 13.4% with the incorporation of 0.1 wt.% graphene compared to the alloy without graphene. Additionally, an 8.8% increase in elongation was observed. However, the alloy tensile properties were reduced by adding 0.2 wt.% graphene. The tensile fractography results indicated a higher probability of brittle fracture with 0.2 wt.% graphene. Furthermore, regression analysis employing machine learning techniques revealed the potential of predicting the stress-strain curve of composite materials.

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来源期刊
Materials
Materials MATERIALS SCIENCE, MULTIDISCIPLINARY-
CiteScore
5.80
自引率
14.70%
发文量
7753
审稿时长
1.2 months
期刊介绍: Materials (ISSN 1996-1944) is an open access journal of related scientific research and technology development. It publishes reviews, regular research papers (articles) and short communications. Our aim is to encourage scientists to publish their experimental and theoretical results in as much detail as possible. Therefore, there is no restriction on the length of the papers. The full experimental details must be provided so that the results can be reproduced. Materials provides a forum for publishing papers which advance the in-depth understanding of the relationship between the structure, the properties or the functions of all kinds of materials. Chemical syntheses, chemical structures and mechanical, chemical, electronic, magnetic and optical properties and various applications will be considered.
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