REMAINING USEFUL LIFE PREDICTION OF WIND TURBINE BLADES BASED ON OPTIMIZED LSTM MODEL

被引:0
|
作者
Jiao, Jiaming [1 ]
Bi, Junxi [1 ,2 ,3 ]
Ge, Xinyu [1 ]
Wang, Guofu [1 ]
Ma, Hang [2 ]
Zhou, Dachuan [2 ]
机构
[1] College of Mechanical Engineering, Inner Mongolia University of Technology, Hohhot,010051, China
[2] Aviation College, Inner Mongolia University of Technology, Hohhot,010051, China
[3] Key Laboratory of Wind Energy and Solar Energy Technology, Ministry of Education, Inner Mongolia University of Technology, Hohhot,010051, China
来源
关键词
D O I
10.19912/j.0254-0096.tynxb.2023-0215
中图分类号
学科分类号
摘要
Long short-term memory
引用
收藏
页码:495 / 502
相关论文
共 50 条
  • [1] Remaining Useful Life Prediction of Wind Turbine Main-Bearing Based on LSTM Optimized Network
    Li, Linli
    Jian, Qifei
    [J]. IEEE SENSORS JOURNAL, 2024, 24 (13) : 21143 - 21156
  • [2] Bayesian Estimation of Remaining Useful Life for Wind Turbine Blades
    Nielsen, Jannie S.
    Sorensen, John D.
    [J]. ENERGIES, 2017, 10 (05):
  • [3] Prediction of remaining useful life of turbofan engine based on optimized model
    Liu, Yuefeng
    Zhang, Xiaoyan
    Guo, Wei
    Bian, Haodong
    He, Yingjie
    Liu, Zhen
    [J]. 2021 IEEE 20TH INTERNATIONAL CONFERENCE ON TRUST, SECURITY AND PRIVACY IN COMPUTING AND COMMUNICATIONS (TRUSTCOM 2021), 2021, : 1473 - 1477
  • [4] Remaining Useful Life Prediction of Wind Turbine Gearbox Bearings with Limited Samples Based on Prior Knowledge and PI-LSTM
    Wang, Zheng
    Gao, Peng
    Chu, Xuening
    [J]. SUSTAINABILITY, 2022, 14 (19)
  • [5] Remaining Useful Life Prediction of Wind Turbine Generator Bearing Based on EMD with an Indicator
    Cao, Lixiao
    Qian, Zheng
    Pei, Yan
    [J]. 2018 PROGNOSTICS AND SYSTEM HEALTH MANAGEMENT CONFERENCE (PHM-CHONGQING 2018), 2018, : 375 - 379
  • [6] Hybrid method for remaining useful life prediction in wind turbine systems
    Djeziri, M. A.
    Benmoussa, S.
    Sanchez, R.
    [J]. RENEWABLE ENERGY, 2018, 116 : 173 - 187
  • [7] A Genetic Algorithm Optimized RNN-LSTM Model for Remaining Useful Life Prediction of Turbofan Engine
    Chui, Kwok Tai
    Gupta, Brij B.
    Vasant, Pandian
    [J]. ELECTRONICS, 2021, 10 (03) : 1 - 15
  • [8] Design of an Improved Remaining Useful Life Prediction Model Based on Vibration Signals of Wind Turbine Rotating Components
    Le, Thi-Tinh
    Lee, Seok-Ju
    Dinh, Minh-Chau
    Park, Minwon
    Astolfi, Davide
    [J]. ENERGIES, 2024, 17 (01)
  • [9] A CNN-LSTM-based domain adaptation model for remaining useful life prediction
    Liu, Huixiang
    Chen, Wenbai
    Chen, Weizhao
    Gu, Yu
    [J]. MEASUREMENT SCIENCE AND TECHNOLOGY, 2022, 33 (11)
  • [10] Prediction of remaining useful life of rolling element bearings based on LSTM and exponential model
    Jingna Liu
    Rujiang Hao
    Qiang Liu
    Wenwu Guo
    [J]. International Journal of Machine Learning and Cybernetics, 2023, 14 : 1567 - 1578