Preparation Methods for Graphene Metal and Polymer Based Composites for EMI Shielding Materials: State of the Art Review of the Conventional and Machine Learning Methods

被引:30
作者
Ayub, Saba [1 ]
Guan, Beh Hoe [1 ]
Ahmad, Faiz [2 ]
Javed, Muhammad Faisal [3 ]
Mosavi, Amir [4 ]
Felde, Imre [4 ]
机构
[1] Univ Teknol PETRONAS, Dept Fundamental & Appl Sci, Bandar Seri Iskandar 32610, Malaysia
[2] Univ Teknol PETRONAS, Dept Mech Engn, Bandar Seri Iskandar 32610, Malaysia
[3] COMSATS Univ Islamabad, Dept Civil Engn, Abbottabad Campus, Abbottabad 22060, Pakistan
[4] Obuda Univ, John von Neumann Fac Informat, H-1034 Budapest, Hungary
关键词
electromagnetic inferences; shielding; graphene; metal; polymer; traditional methods; machine learning; artificial intelligence; data science; materials design; ENHANCED MICROWAVE-ABSORPTION; ARTIFICIAL NEURAL-NETWORK; MAGNETIC-GRAPHENE; ELECTROMAGNETIC ABSORPTION; ABSORBING PROPERTIES; INTERFERENCE; NANOCOMPOSITES; OXIDE; PERFORMANCE; POLYANILINE;
D O I
10.3390/met11081164
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Advancement of novel electromagnetic inference (EMI) materials is essential in various industries. The purpose of this study is to present a state-of-the-art review on the methods used in the formation of graphene-, metal- and polymer-based composite EMI materials. The study indicates that in graphene- and metal-based composites, the utilization of alternating deposition method provides the highest shielding effectiveness. However, in polymer-based composite, the utilization of chemical vapor deposition method showed the highest shielding effectiveness. Furthermore, this review reveals that there is a gap in the literature in terms of the application of artificial intelligence and machine learning methods. The results further reveal that within the past half-decade machine learning methods, including artificial neural networks, have brought significant improvement for modelling EMI materials. We identified a research trend in the direction of using advanced forms of machine learning for comparative analysis, research and development employing hybrid and ensemble machine learning methods to deliver higher performance.
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页数:21
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