High Performance Remaining Useful Life Prediction for Gearbox

被引:0
|
作者
Ayhan, Bulent [1 ]
Kwan, Chiman [1 ]
Liang, Steven Y. [2 ]
机构
[1] Signal Proc Inc, Rockville, MD 20850 USA
[2] Georgia Tech, Atlanta, GA USA
关键词
gearbox; prognostics; remaining useful life prediction; PHM; damage curve approach; FAULT DIAGNOSTICS; SENSOR;
D O I
暂无
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
Gearbox failure prediction is important for many applications. We present four approaches for predicting the remaining useful life of gearboxes. The first one is rule-based and the second one is a combination of damage curve approach and rule-based approach. The third one is using Quadratic Discriminant Analysis and the final one is a combination of the first three. Gearbox data from the 2008 Prognostic and Health Management (PHM) conference challenge were used to evaluate our algorithms. The results are close to those top performers in the PHM Challenge.
引用
收藏
页数:8
相关论文
共 50 条
  • [21] Remaining Useful Life Prediction Based on Forward Intensity
    Xiao, Peihong
    Wang, Yudong
    Liu, Wenting
    Ye, Zhi-Sheng
    TECHNOMETRICS, 2024,
  • [22] REMAINING USEFUL LIFE PREDICTION MODEL OF THE SPACE STATION
    Li, Xiaopeng
    Huang, Hong-Zhong
    Li, Fuqiu
    Ren, Liming
    EKSPLOATACJA I NIEZAWODNOSC-MAINTENANCE AND RELIABILITY, 2019, 21 (03): : 501 - 510
  • [23] Domain Adaptive Remaining Useful Life Prediction With Transformer
    Li, Xinyao
    Li, Jingjing
    Zuo, Lin
    Zhu, Lei
    Shen, Heng Tao
    IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2022, 71
  • [24] A BiGRU method for remaining useful life prediction of machinery
    She, Daoming
    Jia, Minping
    MEASUREMENT, 2021, 167
  • [25] Integrated Bayesian Framework for Remaining Useful Life Prediction
    Mosallam, A.
    Medjaher, K.
    Zerhouni, N.
    2014 IEEE CONFERENCE ON PROGNOSTICS AND HEALTH MANAGEMENT (PHM), 2014,
  • [26] A Probabilistic Framework for Remaining Useful Life Prediction of Bearings
    Wang, Teng
    Liu, Zheng
    Mrad, Nezih
    IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2021, 70
  • [27] Remaining Useful Life Prediction Based on Incremental Learning
    Que, Zijun
    Jin, Xiaohang
    Xu, Zhengguo
    Hu, Chang
    IEEE TRANSACTIONS ON RELIABILITY, 2024, 73 (02) : 876 - 884
  • [28] Prediction of Remaining Useful Life for Aero-Engines
    Rounak, B.
    Manikandan, J.
    PROCEEDINGS OF THE 2021 IEEE INTERNATIONAL CONFERENCE ON AEROSPACE ELECTRONICS AND REMOTE SENSING TECHNOLOGY (ICARES 2021), 2021,
  • [29] Remaining useful life prediction based on spatiotemporal autoencoder
    Xu, Tao
    Pi, Dechang
    Zeng, Shi
    MULTIMEDIA TOOLS AND APPLICATIONS, 2024, 83 (28) : 71407 - 71433
  • [30] Adaptive Remaining Useful Life Prediction Algorithm for Bearings
    Ayhan, Bulent
    Kwan, Chiman
    Liang, Steven Y.
    2018 IEEE INTERNATIONAL CONFERENCE ON PROGNOSTICS AND HEALTH MANAGEMENT (ICPHM), 2018,