Multivariate Stochastic Optimization Approach Applied in a Flux-Cored Arc Welding Process

被引:9
|
作者
Torres, Alexandre F. [1 ]
Rocha, Franco B. [2 ,3 ]
Almeida, Fabricio A. [1 ]
Gomes, Jose H. F. [1 ]
Paiva, Anderson P. [1 ]
Balestrassi, Pedro Paulo [1 ,2 ]
机构
[1] Univ Fed Itajuba, Inst Ind Engn & Management, BR-37500903 Itajuba, Brazil
[2] Univ Fed Itajuba, Inst Syst Engn & Informat Technol, BR-37500903 Itajuba, Brazil
[3] Univ Fed Alfenas, Inst Exact Sci, BR-37130001 Alfenas, Brazil
关键词
Bead geometry; bivariate normal distribution; flux-cored arc welding; multiobjective optimization programming; stainless steel claddings; stochastic programming; HARDENED-STEEL; SURFACE-ROUGHNESS; PARAMETERS; RSM; ANN;
D O I
10.1109/ACCESS.2020.2983566
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
One of the main goals in flux-cored arc welding processes is the optimization of bead geometry, in which multiple geometric characteristics of the welding bead are important; therefore, multiobjective optimization programming is often applied. However, several optimization problems that use stochastic programming do not consider the impact of the correlation between the output variables on their probabilistic constraints. In this context, this paper aims to present a multiobjective optimization method based on multivariate stochastic programming. To demonstrate the applicability of the proposal, we conducted a design of experiments to optimize a flux-cored arc welding process for stainless-steel claddings. The weighting-sums method was applied to formulate the multiobjective optimization problem. It was possible to formulate a multivariate probability distribution for the penetration and dilution. In addition, a 95% probability to meet the predefined specification limits of the geometric characteristics was achieved.
引用
收藏
页码:61267 / 61276
页数:10
相关论文
共 50 条
  • [41] Safety considerations with the flux cored arc welding process
    不详
    WELDING JOURNAL, 2006, 85 (04) : 97 - 97
  • [42] Analysis of flux cored arc welding process parameters by hybrid taguchi approach
    Sreeraj, P.
    Kannan, T.
    Subhasis, Maji
    WORLD JOURNAL OF ENGINEERING, 2014, 11 (06) : 575 - 587
  • [43] WELDING LOW-ALLOY STEEL CASTINGS WITH FLUX-CORED PROCESS
    WICK, WC
    LEE, RK
    WELDING JOURNAL, 1968, 47 (05) : 394 - &
  • [44] Research for the Optimal Flux-Cored Arc Welding Process of 9% Nickel Steel Using Multi Object Optimization with Solidification Crack Susceptibility
    Park, Minho
    Kim, Jisun
    Pyo, Changmin
    Son, Joonsik
    Kim, Jaewoong
    MATERIALS, 2021, 14 (07)
  • [45] Flux-cored wire for underwater wet welding
    State Key Laboratory of Advanced Welding and Joining, Harbin Institute of Technology, Harbin 150001, China
    不详
    Hanjie Xuebao, 5 (13-16):
  • [46] Flux-cored wires for stainless steel welding
    Technical Dep Welding Div Kobe Steel, LTD, Fujisawa City, Japan
    Weld World Soudage Monde, (103-110):
  • [47] Optimization of Flux Cored Arc Welding Process Parameters Using Particle Swarm Optimization Technique
    Kannan, T.
    Murugan, N.
    JOURNAL FOR MANUFACTURING SCIENCE AND PRODUCTION, 2008, 9 (3-4) : 229 - 236
  • [48] Investigation on dynamic behaviors of bubble evolution in underwater wet flux-cored arc welding
    Feng, Jicai
    Wang, Jianfeng
    Sun, Qingjie
    Zhao, Huanyao
    Wu, Laijun
    Xu, Pengwei
    JOURNAL OF MANUFACTURING PROCESSES, 2017, 28 : 156 - 167
  • [49] Optimization of Flux Cored Arc Welding Process Parameter Using Genetic and Memetic Algorithms
    Kannan, T.
    Murugan, N.
    Sreeharan, B. N.
    JOURNAL FOR MANUFACTURING SCIENCE AND PRODUCTION, 2013, 13 (04) : 239 - 250
  • [50] Fume generation and content of total chromium and hexavalent chromium in flux-cored arc welding
    Yoon, CS
    Paik, NW
    Kim, JH
    ANNALS OF OCCUPATIONAL HYGIENE, 2003, 47 (08): : 671 - 680