Development of a predictive model for determining mechanical properties of AA 6061 using regression analysis

被引:8
作者
Achebo, Joseph [1 ]
机构
[1] Univ Benin, Dept Prod Engn, Benin, Nigeria
来源
PRODUCTION AND MANUFACTURING RESEARCH-AN OPEN ACCESS JOURNAL | 2015年 / 3卷 / 01期
关键词
aluminum alloy 6061; mechanical properties; process parameters; regression analysis;
D O I
10.1080/21693277.2015.1025447
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Aluminum alloys (AA) such as AA 6061 are difficult to weld, and their application to high-strength demands tends to be limited because of their inherently low-strength threshold levels when compared to other alloys. To effectively use this alloy to its full potential, its tensile strength, is investigated. In actual manufacturing settings, it has proven beneficial to attempt a prediction of the tensile properties of potential weld joints. To achieve this, a model was developed using the multiple linear regression analysis to predict these tensile properties such as the ultimate tensile strength, the yield strength (YS), and percentage elongation (% Elong). It was found from the scattered diagrams that the measured and predicted values were almost a perfect fit with a coefficient of determination of between 0.99 and 1.0. The analysis of variance further validated the adequacy of the model. The analysis showed that the claims observed in the study match with those of other investigators. The predictive model obtained is expected to help the welding community to pre-determine the tensile properties of AA 6061 weldment using selected values for each of the process parameters applied in this study.
引用
收藏
页码:169 / 184
页数:16
相关论文
共 23 条
  • [1] Achebo J. I., 2008, THESIS U BENIN NIGER
  • [2] Achebo J. I., 2012, WORLD C ENG INT C ME, V3
  • [3] Ali K., 2011, ENG, DOI [10.4236/eng.2011.37084, DOI 10.4236/ENG.2011.37084]
  • [4] Bahman A.R., 2010, INDIAN J SCI TECHNOL, V3-12, P1162
  • [5] Effect of welding parameters on mechanical and micro structural properties of AA6056 joints produced by Friction Stir Welding
    Cavaliere, P.
    Campanile, G.
    Panella, F.
    Squillace, A.
    [J]. JOURNAL OF MATERIALS PROCESSING TECHNOLOGY, 2006, 180 (1-3) : 263 - 270
  • [6] Chiteka K., 2014, INT J MECH ENG ROBOT, V1, P145
  • [7] Dhas J. Edwin Raja, 2012, Advances in Production Engineering & Management, V7, P5
  • [8] Predicting tensile strength of friction stir welded AA6061 aluminium alloy joints by a mathematical model
    Elangovan, K.
    Balasubramanian, V.
    Babu, S.
    [J]. MATERIALS & DESIGN, 2009, 30 (01) : 188 - 193
  • [9] Tensile behavior of friction stir welded AA 6061-T4 aluminum alloy joints
    Heidarzadeh, A.
    Khodaverdizadeh, H.
    Mahmoudi, A.
    Nazari, E.
    [J]. MATERIALS & DESIGN, 2012, 37 : 166 - 173
  • [10] Influence of Welding Parameters on Mechanical Properties of Friction Stir Welded 6061-T6 Launch Box
    Hsieh, Hsing-Ta
    Chen, Jahau Lewis
    [J]. MATERIALS TRANSACTIONS, 2008, 49 (10) : 2179 - 2184