ANN Modeling and Analysis of Friction Welded AA6061 Aluminum Alloy

被引:9
|
作者
Vangalapati, Murali [1 ]
Balaji, K. [1 ]
Gopichand, A. [1 ]
机构
[1] Swarandhra Coll Engn & Technol, Dept Mech Engn, Narasapur 534280, AP, India
关键词
Friction Stir welding; Artificial Neural Network (AAN); MATLAB Software; CNC Vertical Milling Machine; STIR PROCESSING ZONE; TOOL PIN PROFILE;
D O I
10.1016/j.matpr.2019.07.258
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The present investigation, the ANN method is applied using MATLAB software. An AA6061-T6 Aluminium alloy mixture to measure the tensile strength for FSW joint with a 6 mm thickness. In the first phase of the project, the FSW process is carried out on Al alloy plates using a CNC vertical milling apparatus. The significant parameters of FSW consists are weld speed rate, tool rotation speed, and tool profile. Then the welded joint is tested in UTM to measure tensile strength. The model's input parameters are filtered speed and tool revolution speed (TRS). Emissions of ANN Model property parameters are the tensile strength. The ANN models are good performance has been achieved. This type model can be used to determine the tensile strength for Al plates, which are welded by welding speed and the function of rotation speed. The united influence of weld rate also tool rotational speed on the engineering properties of welded Al plates was simulated. Compared measured values and determined data, the calculated results are a good deal with the measured data. (C) 2019 Elsevier Ltd. All rights reserved.
引用
收藏
页码:3357 / 3364
页数:8
相关论文
共 50 条
  • [11] Improvement of Microstructural and Mechanical Characteristics of Friction Stir Welded AA6061 Aluminium Alloy Joint
    Shehabeldeen, Taher A.
    Mahmoud, T. S.
    Nemat-Alla, Mahmoud
    Elkady, E. Y.
    Yin, Yajun
    Ji, Xiaoyuan
    Shen, Xu
    Zhou, Jianxin
    2019 5TH INTERNATIONAL CONFERENCE ON MECHANICAL AND AERONAUTICAL ENGINEERING (ICMAE 2019), 2020, 751
  • [12] Optimization and thermal analysis of friction stir welding on AA6061 aluminum alloys
    Melaku, Lingerew E.
    Tura, Amanuel D.
    Mamo, Hana B.
    Santhosh, A. Johnson
    Ashok, N.
    MATERIALS TODAY-PROCEEDINGS, 2022, 65 : 3348 - 3356
  • [13] Modelling and Optimisation of Friction Stir Welding on AA6061 Alloy
    Sankar, B. Ravi
    Umamaheswarrao, P.
    MATERIALS TODAY-PROCEEDINGS, 2017, 4 (08) : 7448 - 7456
  • [14] Effect of novel tool path pattern on mechanical properties of friction stir welded AA6061 alloy
    Prabhu, Loganathan
    Kumar, Shanmugam Satish
    Krishnamoorthi, Sangeetha
    Anderson, Arul Gnana Dhas
    Jawahar, Raj
    APPLIED NANOSCIENCE, 2022, 13 (3) : 2129 - 2138
  • [15] Dynamic Recrystallization and Dynamic Precipitation in AA6061 Aluminum Alloy During Friction Stir Welding
    Wang Tao
    Duan Shuwei
    Matsuda, Kenji
    Zou Yong
    TRANSACTIONS OF THE INDIAN INSTITUTE OF METALS, 2022, 75 (05) : 1329 - 1339
  • [16] Thermal simulation on friction stir welding of AA6061 aluminum alloy by computational fluid dynamics
    Kumar, Rajiv Ranjan
    Kumar, Anup
    Kumar, Amit
    Ansu, Alok Kumar
    Goyal, Ashish
    Saxena, Kuldeep K. K.
    Prakash, Chander
    Prasad, J. Laxmi
    INTERNATIONAL JOURNAL OF INTERACTIVE DESIGN AND MANUFACTURING - IJIDEM, 2024, 18 (05): : 3495 - 3505
  • [17] Multilayer friction surfacing of AA6061 aluminum alloy on 316L steel plate
    Li, Hongjun
    Cao, Bowen
    Gao, Huangyu
    Wang, Bingxu
    Zhou, Jian
    PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART L-JOURNAL OF MATERIALS-DESIGN AND APPLICATIONS, 2023, 237 (04) : 727 - 736
  • [18] Dynamic Recrystallization and Dynamic Precipitation in AA6061 Aluminum Alloy During Friction Stir Welding
    Wang Tao
    Duan Shuwei
    Kenji Matsuda
    Zou Yong
    Transactions of the Indian Institute of Metals, 2022, 75 : 1329 - 1339
  • [19] Effect of novel tool path pattern on mechanical properties of friction stir welded AA6061 alloy
    Loganathan Prabhu
    Shanmugam Satish Kumar
    Sangeetha Krishnamoorthi
    Arul Gnana Dhas Anderson
    Raj Jawahar
    Applied Nanoscience, 2023, 13 : 2129 - 2138
  • [20] Influences of post-weld heat treatment on tensile properties of friction stir-welded AA6061 aluminum alloy joints
    Elangovan, K.
    Balasubramanian, V.
    MATERIALS CHARACTERIZATION, 2008, 59 (09) : 1168 - 1177