添加 Ce 和累积轧制粘接对镁-钴-铝混合复合材料结构-性能的影响以及使用人工神经网络 (ANN) 方法对其进行预测和比较

IF 1.8 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Materials Research Express Pub Date : 2024-09-08 DOI:10.1088/2053-1591/ad7449
Gajanan Anne, Nagaraj Bhat, Vishwanatha H M, Ramesh S, Maruthi Prashanth B H, Priyaranjan Sharma, Aditya Kudva S, C Jagadeesh and Yashwanth Nanjappa
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引用次数: 0

摘要

轻合金在实现国家节能减排战略和促进制造业升级方面发挥着至关重要的作用。镁铝合金复合层压板兼具铝合金的耐腐蚀性和延展性以及镁合金的轻质特性。添加 Ce(稀土元素)可通过晶粒细化改善镁的机械性能,并提高混合复合材料的延展性。本研究介绍了通过累积轧制粘合(ARB)在镁/铝基体中添加 Ce 的情况。Mg/Ce/Al 混合复合材料由 Mg-4%Zn 合金和 Al 1100 合金组成,在不同层之间添加了 0.2% 的 Ce 颗粒。研究阐述了 Mg/Ce/Al 混合复合材料的微观结构、腐蚀和机械性能评估因变形过程和添加 Ce 而发生的变化。研究了 ARB 参数:温度、轧制速度、减少百分比和老化时间。结果表明,混合复合材料的强度和硬度提高了约 2.36 倍。此外,还使用机器学习模型对 Mg/Ce/Al 混合复合材料的结构-性能关系进行了预测和比较:决策树和多层感知器(MLP)模型。
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Effect of addition of Ce and accumulative roll bonding on structure-property of the Mg-Ce-Al hybrid composite and its prediction and comparison using artificial neural network (ANN) approach
Light alloys play a crucial role in realizing the national strategy for energy conservation and emission reduction, as well as promoting the upgrading of manufacturing industries. Mg/Al composite laminates combine the corrosion resistance and ductility of aluminium alloy with the lightweight characteristics of magnesium alloy. The addition of Ce (rare earth elements) can improve the mechanical properties of magnesium via grain refinement and improve the ductility of the hybrid composites. In the present work, an investigation on addition of Ce into the Mg/Al matrix through Accumulative Roll Bonding (ARB) has been presented. The Mg/Ce/Al hybrid composite consists of Mg-4%Zn alloy and Al 1100 alloy with 0.2% Ce particles added between the dissimilar layers. The changes occurred in the evaluation of microstructure, corrosion and mechanical properties of the Mg/Ce/Al hybrid composite as a result of deformation process and also the addition of Ce have been explicated. The ARB parameters: temperature, rolling speed, percentage reduction, and aging time, have been studied. An increase of about 2.36 times in strength and hardness of the hybrid composite, has been reported. Further, the structure–property relations in the Mg/Ce/Al hybrid composites were aslo predict and compare using machine learning models: Decision Tree and Multi-Layer Perceptron (MLP) models.
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来源期刊
Materials Research Express
Materials Research Express MATERIALS SCIENCE, MULTIDISCIPLINARY-
CiteScore
4.50
自引率
4.30%
发文量
640
审稿时长
12 weeks
期刊介绍: A broad, rapid peer-review journal publishing new experimental and theoretical research on the design, fabrication, properties and applications of all classes of materials.
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