Fault Diagnosis Method and Application Based on Multi-scale Neural Network and Data Enhancement for Strong Noise

被引:0
|
作者
Zhehui Shao
Wenqiang Li
Hai Xiang
Shixiang Yang
Ziqi Weng
机构
[1] Sichuan University,School of Mechanical Engineering
[2] Innovation Method and Creative Design Key Laboratory of Sichuan Province,undefined
关键词
Fault diagnosis; Data augmentation; Convolutional neural network; Multi-scale cascade; Noise interference;
D O I
暂无
中图分类号
学科分类号
摘要
引用
收藏
页码:295 / 308
页数:13
相关论文
共 50 条
  • [1] Fault Diagnosis Method and Application Based on Multi-scale Neural Network and Data Enhancement for Strong Noise
    Shao, Zhehui
    Li, Wenqiang
    Xiang, Hai
    Yang, Shixiang
    Weng, Ziqi
    [J]. JOURNAL OF VIBRATION ENGINEERING & TECHNOLOGIES, 2024, 12 (01) : 295 - 308
  • [2] Fault diagnosis method based on a multi-scale deep convolutional neural network
    Bian, Jingyi
    Liu, Xiuli
    Xu, Xiaoli
    Wu, Guoxin
    [J]. Zhendong yu Chongji/Journal of Vibration and Shock, 2021, 40 (18): : 204 - 211
  • [3] Fault Diagnosis Method for Bearing Based on Attention Mechanism and Multi-Scale Convolutional Neural Network
    Shen, Qimin
    Zhang, Zengqiang
    [J]. IEEE ACCESS, 2024, 12 : 12940 - 12952
  • [4] Multi-scale deep neural network for fault diagnosis method of rotating machinery
    Xie, Yining
    Liu, Wang
    Liu, Xiu
    Chen, Deyun
    Guan, Guohui
    He, Yongjun
    [J]. FERROELECTRICS, 2023, 602 (01) : 215 - 230
  • [5] Bearing Fault Diagnosis Based on Multi-Scale Convolution Neural Network and Dropout
    Liu, Xiande
    Tian, Hui
    Dai, Zuojun
    [J]. PROCEEDINGS OF 2020 IEEE 4TH INFORMATION TECHNOLOGY, NETWORKING, ELECTRONIC AND AUTOMATION CONTROL CONFERENCE (ITNEC 2020), 2020, : 1401 - 1406
  • [6] A MULTI-SCALE CONVOLUTION NEURAL NETWORK FOR FEATURELESS FAULT DIAGNOSIS
    Wang, Jinjiang
    Zhuang, Junfei
    Duan, Lixiang
    Cheng, Weidong
    [J]. 2016 INTERNATIONAL SYMPOSIUM ON FLEXIBLE AUTOMATION (ISFA), 2016, : 65 - 70
  • [7] Bearing Fault Diagnosis Based on Multi-Scale Adaptive Selective Convolutional Neural Network
    Zhang, Xijun
    Shang, Jiyang
    [J]. Hsi-An Chiao Tung Ta Hsueh/Journal of Xi'an Jiaotong University, 2024, 58 (02): : 127 - 135
  • [8] Bearing Fault Diagnosis Based on Shallow Multi-Scale Convolutional Neural Network with Attention
    Huang, Tengda
    Fu, Sheng
    Feng, Haonan
    Kuang, Jiafeng
    [J]. ENERGIES, 2019, 12 (20)
  • [9] A multi-scale convolutional neural network for bearing compound fault diagnosis under various noise conditions
    YanRui Jin
    ChengJin Qin
    ZhiNan Zhang
    JianFeng Tao
    ChengLiang Liu
    [J]. Science China Technological Sciences, 2022, 65 : 2551 - 2563
  • [10] A multi-scale convolutional neural network for bearing compound fault diagnosis under various noise conditions
    Jin YanRui
    Qin ChengJin
    Zhang ZhiNan
    Tao JianFeng
    Liu ChengLiang
    [J]. SCIENCE CHINA-TECHNOLOGICAL SCIENCES, 2022, 65 (11) : 2551 - 2563