Reliability-based weight reduction optimization of forearm of bucket-wheel stacker reclaimer considering multiple uncertainties

被引:0
|
作者
Wei Sun
Xiang Peng
Lintao Wang
Jing Dou
Xinghua Geng
机构
[1] Dalian University of Technology,School of Mechanical Engineering
关键词
Forearm of bucket-wheel stacker reclaimer; Reliability-based weight reduction optimization; Multiple uncertainties; Kriging model;
D O I
暂无
中图分类号
学科分类号
摘要
This paper focuses on the weight reduction optimization of a forearm of a bucket-wheel stacker reclaimer considering uncertainties of structural parameters, material properties, loads, and surrogate model. However, the optimization problem is a high-dimensional problem, with dozens of independent variables, which has negative effects on the optimization efficiency. Considering that millions of iterations are required for the reliability-based optimization, the finite element model can cause overwhelming computational cost. In addition, due to its complex structure and working conditions, multiple uncertainties exist in practical applications and affect the reliability of a design, especially the uncertainty of the surrogate model. To address these challenges, the sensitivity analysis is performed to improve the optimization efficiency by selecting main factors. The Kriging model with high accuracy is constructed to reduce the computational cost. In order to improve the optimization efficiency further, the deterministic optimization is performed firstly, and the optimal design is used as the initial point of the reliability-based optimization algorithm. For estimating the reliability, the multiple uncertainty models are constructed. Finally, according to the design requirements and taking the multiple uncertainties into account, the reliability-based optimization is proposed and carried out. The result proves that the weight is reduced greatly and the reliability is kept at a high level.
引用
收藏
页码:2765 / 2782
页数:17
相关论文
共 24 条
  • [21] Reliability-based robust design optimization for torque ripple reduction considering manufacturing uncertainty of interior permanent magnet synchronous motor
    Jang, Gyeong Uk
    Kim, Chang-Wan
    Bae, Daesung
    Cho, Younghoon
    Lee, Jeong-Jong
    Cho, Seunghyeon
    JOURNAL OF MECHANICAL SCIENCE AND TECHNOLOGY, 2020, 34 (03) : 1249 - 1256
  • [22] Reliability-based robust design optimization for torque ripple reduction considering manufacturing uncertainty of interior permanent magnet synchronous motor
    Gyeong Uk Jang
    Chang-Wan Kim
    Daesung Bae
    Younghoon Cho
    Jeong-Jong Lee
    Seunghyeon Cho
    Journal of Mechanical Science and Technology, 2020, 34 : 1249 - 1256
  • [23] Reliability-based topology optimization for frame structures considering multiple performance criteria using slsv method with improvement of convergence property
    Department of Aerospace Engineering, Osaka Prefecture University, 11 Gakuen-Cho, Naka Ku, Sakaishi, Osaka, 599 8531, Japan
    不详
    Nihon Kikai Gakkai Ronbunshu C, 2009, 751 (719-726):
  • [24] Reliability optimization design for product key structure based on integration dimension-reduction considering high-dimensional heterogeneous uncertainties
    Hong, Zhaoxi
    Tan, Jianrong
    He, Lili
    Hu, Bingtao
    Zhang, Zhifeng
    Song, Xiuju
    Feng, Yixiong
    Jisuanji Jicheng Zhizao Xitong/Computer Integrated Manufacturing Systems, CIMS, 2024, 30 (12): : 4152 - 4167