Multi-Objective Optimization of Laser Cladding Parameters Based on RSM and NSGA-II Algorithm

被引:5
|
作者
Wang Yanyan [1 ]
Li Jiahao [1 ]
Shu Linsen [1 ,2 ]
Su Chengming [3 ]
机构
[1] Shaanxi Univ Technol, Sch Mech Engn, Hanzhong 723001, Shaanxi, Peoples R China
[2] Shaanxi Prov Key Lab Ind Automat, Hanzhong 723001, Shaanxi, Peoples R China
[3] Shaanxi Tianyuan Intelligent Remfg Co Ltd, Xian 710065, Shaanxi, Peoples R China
关键词
laser optics; laser cladding; response surface method; Box-Benhnken design; second generation non-dominated sorting genetic algorithm; multi-objective optimization; STEEL;
D O I
10.3788/LOP202259.0714004
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In order to obtain the best technological parameters of laser cladding FeCrNiSi powder on Q690, an optimization method of laser cladding parameters based on response surface method (RSM) and second generation non-dominated sorting genetic algorithm (NSGA-II) algorithm is proposed. By designing the Box-Benhnken experiment scheme in response surface method, the proxy model between the input variables (laser power, scanning speed, and powder feeding rate) and the response values (dilution, heat affected zone depth, and microhardness) is established, and the process parameters were optimized by NSGA-II. The results show that the optimal parameters are obtained when the laser power is 1950 W, the scanning speed is 19 mm/s, and the powder feeding rate is 2.4 r/min. Under these conditions, the dilution rate of the cladding specimen decreases by 22.4%, the depth of the heat affected zone decreases by 17.9%, and the microhardness increases by 4.2%.
引用
收藏
页数:7
相关论文
共 19 条
  • [1] Fe-Based Composite Coating Prepared by Laser Cladding and Its Heat and Corrosion Resistance
    Bai Yang
    Wang Zhenhua
    Zuo Juanjuan
    Jiang Xiujie
    Zhang Xueqing
    [J]. CHINESE JOURNAL OF LASERS-ZHONGGUO JIGUANG, 2020, 47 (10):
  • [2] Microstructure and fatigue crack growth of EA4T steel in laser cladding remanufacturing
    Chen, WenJing
    Chen, Hui
    Li, CongChen
    Wang, Xiaoli
    Cai, Qing
    [J]. ENGINEERING FAILURE ANALYSIS, 2017, 79 : 120 - 129
  • [3] [方琳 Fang Lin], 2017, [材料保护, Materials Protection], V50, P63
  • [4] Microstructure and Properties of Laser Cladding Ni-based WC Coating on Q960E Steel
    Hu Dengwen
    Liu Yan
    Chen Hui
    Wang Mengchao
    [J]. CHINESE JOURNAL OF LASERS-ZHONGGUO JIGUANG, 2021, 48 (06):
  • [5] Laser cladding of Inconel 625-based composite coatings reinforced by porous chromium carbide particles
    Janicki, Damian
    [J]. OPTICS AND LASER TECHNOLOGY, 2017, 94 : 6 - 14
  • [6] Residual stress and crack initiation in laser clad composite layer with Co-based alloy and WC plus NiCr
    Lee, Changmin
    Park, Hyungkwon
    Yoo, Jaehong
    Lee, Changhee
    Woo, WanChuck
    Park, Sunhong
    [J]. APPLIED SURFACE SCIENCE, 2015, 345 : 286 - 294
  • [7] Analytical modelling of full single-track profile in wire-fed laser cladding
    Li, Jinyi
    Li, Hao Nan
    Liao, Zhirong
    Axinte, Dragos
    [J]. JOURNAL OF MATERIALS PROCESSING TECHNOLOGY, 2021, 290
  • [8] Microstructure and Friction and Wear Resistance of Laser Cladding Composite Coating on Ti811 Surface
    Liu Yanan
    Sun Ronglu
    Niu Wei
    Zhang Tiangang
    Tan Jinhua
    [J]. CHINESE JOURNAL OF LASERS-ZHONGGUO JIGUANG, 2019, 46 (01):
  • [9] Ni L B, 2011, CHINESE J LASERS, V38
  • [10] Studies on laser rapid manufacturing of cross-thin-walled porous structures of Inconel 625
    Paul, C. P.
    Mishra, S. K.
    Premsingh, C. H.
    Bhargava, P.
    Tiwari, P.
    Kukreja, L. M.
    [J]. INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2012, 61 (5-8): : 757 - 770