Study of Friction and Wear Behavior of Graphene-Reinforced AA7075 Nanocomposites by Machine Learning

被引：11
|
作者：
Prasanth I.S.N.V.R. [1 ]
Jeevanandam P. [2 ]
Selvaraju P. [3 ]
Sathish K. [4 ]
Hasane Ahammad S.K. [5 ]
Sujatha P. [6 ]
Kaarthik M. [7 ]
Mayakannan S. [8 ]
Sasikumar B. [9 ]
机构：
[1] Department of Mechanical Engineering Malla Reddy Engineering College, Hyderabad
[2] Department of Mechanical Engineering JCT College of Engineering and Technology, Pichanur Tamil Nadu, Coimbatore
[3] Department of Mathematics Rajalakshmi Institute of Technology, Tamil Nadu, Chennai
[4] Department of Mechanical Engineering Sri Eshwar College of Engineering, Tamil Nadu, Coimbatore
[5] Department of Electronics and Communication Engineering Koneru Lakshmaiah Education Foundation, Guntur
[6] Department of Information Technology Vels Institute of Science Technology and Advanced Studies Pallavaram, Tamil Nadu, Chennai
[7] Department of Civil Engineering Coimbatore Institute of Technology, Tamil Nadu, Coimbatore
[8] Department of Mechanical Engineering Vidyaa Vikas College of Engineering and Technology, Namakkal Tamil Nadu, Tiruchengode
[9] Faculty of Mechanical and Production Engineering Arba Minch University, Arba Minch
来源：
Journal of Nanomaterials | 2023年 / 2023卷
关键词：
Compendex;
D O I：
10.1155/2023/5723730
中图分类号：
学科分类号：
摘要：
In this research, the friction and wear of AA7075 nanocomposites reinforced with graphene and graphite were studied. Graphene’s inclusion dramatically enhanced the material’s mechanical characteristics, friction, and wear resistance. AA7075 is strengthened with less graphene, and AA7075, reinforced with more graphite, exhibits similar wear and friction behavior. Wear rate and coefficient of friction predictions for AA7075-graphene nanocomposites were made using five machine learning (ML) regression models. ML simulations reveal that the wear and friction of AA7075-graphene composites are most sensitive to the proportion of graphene presence, the loadings, and the hardness. Copyright © 2023 I. S. N. V. R. Prasanth et al.
引用
收藏
相关论文
共 50 条
  • [21] Investigations on microstructure, thermo-mechanical and tribological behavior of graphene oxide reinforced AA7075 surface composites developed via friction stir processing
    Nathan, S. Ragu
    Suganeswaran, K.
    Kumar, Surya
    Thangavel, P.
    Gobinath, V. K.
    JOURNAL OF MANUFACTURING PROCESSES, 2023, 90 : 139 - 150
  • [22] Investigation of corrosion behavior of boron carbide reinforced AA7075 powder composites
    Kara, Seyit Ali
    Ozarpa, Cevat
    Esen, Ismail
    Ahlatci, Hayrettin
    Turen, Yunus
    JOURNAL OF ALLOYS AND COMPOUNDS, 2023, 968
  • [23] Ballistic behavior of boron carbide reinforced AA7075 aluminium alloy using friction stir processing - An experimental study and analytical approach
    Sudhakar, I.
    Reddy, G. Madhusudhan
    Rao, K. Srinivasa
    DEFENCE TECHNOLOGY, 2016, 12 (01): : 25 - 31
  • [24] Mechanical and wear behavior of AA7075 aluminum matrix composites reinforced by Al2O3 nanoparticles
    Al-Salihi, Huda A.
    Mahmood, Adil Akram
    Alalkawi, Hussain J.
    NANOCOMPOSITES, 2019, 5 (03) : 67 - 73
  • [25] Study the Microstructural Joints of AA2024 and AA7075 Alloy by Friction Stir Welding
    George, Britto Joseph
    Valarmathi, T. N.
    Arvindh, S.
    Kumar, L. Bharath
    Jeevahan, Jeya
    Mageshwaran, G.
    3RD INTERNATIONAL CONFERENCE ON FRONTIERS IN AUTOMOBILE AND MECHANICAL ENGINEERING (FAME 2020), 2020, 2311
  • [26] Corrosion behavior of the pre-heated friction stir welded AA2024 alloy reinforced with AA7075 in 3.5% NaCl solution
    Abdelfatah, Aliaa
    Abu-Okail, Mohamed
    Mohamed, Lamiaa Z.
    INTERNATIONAL JOURNAL OF ELECTROCHEMICAL SCIENCE, 2021, 16 (01): : 1 - 20
  • [27] Solid particle erosion wear behavior of severe plastically deformed AA7075 alloys
    Kaya, Hasan
    MATERIALS TESTING, 2018, 60 (09) : 885 - 891
  • [28] Microstructural and mechanical behavior of micro-sized SiC particles reinforced friction stir processed/welded AA7075 and AA6061
    Sumit Jain
    R. S. Mishra
    Silicon, 2022, 14 : 10741 - 10753
  • [29] Microstructural and mechanical behavior of micro-sized SiC particles reinforced friction stir processed/welded AA7075 and AA6061
    Jain, Sumit
    Mishra, R. S.
    SILICON, 2022, 14 (16) : 10741 - 10753
  • [30] Wear Behavior of Friction Stir Processed AA7075 – Aluminosilicate / MWCNT Hybrid Composite Using Multi-objective Optimization
    P. S. Samuel Ratna Kumar
    P. M. Mashinini
    R. Vaira Vignesh
    Silicon, 2022, 14 : 12329 - 12347
12345