Time-dependent reliability-based design optimization of main shaft bearings in wind turbines involving mixed-integer variables

被引:5
|
作者
Jiang, Zhiyuan [1 ]
Huang, Xianzhen [1 ]
Wang, Bingxiang [1 ]
Liao, Xin [2 ]
Liu, Huizhen [1 ]
Ding, Pengfei [1 ]
机构
[1] Northeastern Univ, Sch Mech Engn & Automat, Shenyang 110819, Peoples R China
[2] Wafangdian Bearing Grp Co Ltd, Wind Power Bearing Business Dept, Wafangdian 116300, Peoples R China
基金
中国国家自然科学基金;
关键词
Wind turbine; Main shaft bearing; Time-dependent reliability; TRBDO; Mixed-integer variables;
D O I
10.1016/j.ress.2023.109817
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Main shaft bearings are essential transmission components in wind turbines. The failure of the main shaft bearings is inevitably accompanied by catastrophic consequences. In this regard, this paper presents a timedependent reliability-based design optimization (TRBDO) approach for main shaft bearings involving mixedinteger variables. The maximization of fatigue life and the elastohydrodynamic film thickness under the load spectrum are selected as optimization objectives. The time-dependent reliability and geometric correlation are determined as nonlinear constraints. An efficient two-stage enrichment strategy is introduced to handle the timedependent probabilistic constraint with mixed-integer design variables. A mixed-integer nonlinear optimization method is developed based on a meta-heuristic algorithm to solve the formulated TRBDO problem. Eventually, the effectiveness and robustness of the proposed approach are demonstrated by a real application in a 5 MW wind turbine.
引用
收藏
页数:15
相关论文
共 47 条
  • [1] A decoupled method for time-dependent reliability-based design optimization
    Dequan ZHANG
    Meide YANG
    Xu HAN
    Science China(Technological Sciences), 2025, 68 (01) : 312 - 324
  • [2] A decoupled method for time-dependent reliability-based design optimization
    Zhang, Dequan
    Yang, Meide
    Han, Xu
    SCIENCE CHINA-TECHNOLOGICAL SCIENCES, 2025, 68 (01)
  • [3] Time-Dependent Reliability-Based Design Optimization of Vibratory Systems
    Patil S.
    Papadimitriou D.
    Mourelatos Z.
    SAE International Journal of Commercial Vehicles, 2017, 10 (01) : 56 - 65
  • [4] Reliability-based design optimization of time-dependent systems with stochastic degradation
    Savage, Gordon J.
    Son, Young Kap
    JOURNAL OF MECHANICAL SCIENCE AND TECHNOLOGY, 2019, 33 (12) : 5963 - 5977
  • [5] Time-dependent reliability-based design optimization with probabilistic and interval uncertainties
    Shi, Yan
    Lu, Zhenzhou
    Huang, Zhiliang
    APPLIED MATHEMATICAL MODELLING, 2020, 80 : 268 - 289
  • [6] Time-Dependent Reliability-Based Robust Optimization Design of Components Structure
    Wang, Baoyan
    Wang, Xingang
    Zhu, Lisha
    Lu, Hao
    ADVANCES IN MECHANICAL DESIGN, PTS 1 AND 2, 2011, 199-200 : 456 - +
  • [7] A new solution framework for time-dependent reliability-based design optimization
    Yang, Meide
    Zhang, Dequan
    Jiang, Chao
    Wang, Fang
    Han, Xu
    COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING, 2024, 418
  • [8] Reliability-based design optimization of time-dependent systems with stochastic degradation
    Gordon J. Savage
    Young Kap Son
    Journal of Mechanical Science and Technology, 2019, 33 : 5963 - 5977
  • [9] Novel decoupling method for time-dependent reliability-based design optimization
    Yan Shi
    Zhenzhou Lu
    Liyang Xu
    Yicheng Zhou
    Structural and Multidisciplinary Optimization, 2020, 61 : 507 - 524
  • [10] Time-dependent reliability-based design optimization with probabilistic and interval uncertainties
    Shi, Yan
    Lu, Zhenzhou
    Huang, Zhiliang
    Applied Mathematical Modelling, 2020, 80 : 268 - 289