协同深度学习的风电机组传动系统早期故障有效可靠预示方法研究

51775065
2017
E0503.机械动力学
邓蕾
面上项目
副教授
重庆大学
60万元
演变趋势预测;异构数据融合;早期故障预示;协同深度学习;风电机组传动系统
2018-01-01到2021-12-31
  • 中英文摘要
  • 结题摘要
  • 结题报告
  • 项目成果
  • 项目参与人
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序号 标题 类型 作者
1 Multiple wavelet regularized deep residual networks for fault diagnosis 期刊论文 Zhao Minghang;Tang Baoping;Deng Lei;Pecht Michael
2 迭代广义解调齿轮信号分离的变转速滚动轴承故障诊断 期刊论文 李红贤;汤宝平;韩延;邓蕾
3 Order spectrogram visualization for rolling bearing fault detection under speed variation conditions 期刊论文 Wang Yi;Tse Peter W.;Tang Baoping;Qin Yi;Deng Lei;Huang Tao;Xu Guanghua
4 A fault diagnosis method for wind turbines gearbox based on adaptive loss weighted meta-ResNet under noisy labels 期刊论文 Zhang Kai;Tang Baoping;Deng Lei;Tan Qian;Yu Haoshuai
5 基于自编码器和门限循环单元神经网络的滚动轴承退化趋势预测 期刊论文 王鹏;邓蕾;汤宝平;韩延
6 基于强化胶囊网络的行星齿轮箱故障诊断方法 专利 李琪康;汤宝平;邓蕾;余晓霞
7 小样本下混合自注意力原型网络的风电齿轮箱故障诊断方法 期刊论文 余浩帅;汤宝平;张楷;谭骞;魏静
8 强背景噪声条件下自适应图卷积神经网络的航空发动机附件机匣故障诊断方法 期刊论文 余晓霞;汤宝平;魏静;邓蕾
9 Multi-block domain adaptation with central moment discrepancy for fault diagnosis 期刊论文 Xiong Peng;Tang Baoping;Deng Lei;Zhao Minghang;Yu Xiaoxia
10 Fault Detection of Wind Turbines by Subspace Reconstruction-Based Robust Kernel Principal Component Analysis 期刊论文 Zhang Kai;Tang Baoping;Deng Lei;Yu Xiaoxia
11 Fault Diagnosis of Wind Turbine Gearbox Using a Novel Method of Fast Deep Graph Convolutional Networks 期刊论文 Yu Xiaoxia;Tang Baoping;Zhang Kai
12 基于长短时记忆网络融合SCADA数据的风电齿轮箱状态监测 期刊论文 黄荣舟;汤宝平;杨燕妮;邓蕾
13 基于时频融合和注意力机制的深度学习行星齿轮箱故障诊断方法 期刊论文 孔子迁;邓蕾;汤宝平;韩延
14 Fault diagnosis of planetary gearbox using a novel semi-supervised method of multiple association layers networks 期刊论文 Zhang Kai;Tang Baoping;Qin Yi;Deng Lei
15 One-dimensional fully decoupled networks for fault diagnosis of planetary gearboxes 期刊论文 Chang Xu;Tang Baoping;Tan Qian;Deng Lei;Zhang Fanghong
16 Kurtogram manifold learning and its application to rolling bearing weak signal detection 期刊论文 Wang Yi;Tse Peter W.;Tang Baoping;Qin Yi;Deng Lei;Huang Tao
17 Condition monitoring of wind turbines based on spatio-temporal fusion of SCADA data by convolutional neural networks and gated recurrent units 期刊论文 Kong Ziqian;Tang Baoping;Deng Lei;Liu Wenyi;Han Yan
18 An enhanced convolutional neural network with enlarged receptive fields for fault diagnosis of planetary gearboxes 期刊论文 Han Yan;Tang Baoping;Deng Lei
19 基于深度变分自编码网络融合SCADA数据的风电齿轮箱故障预警 期刊论文 任建亭;汤宝平;雍彬;邓蕾;张楷
20 Fault source location of wind turbine based on heterogeneous nodes complex network 期刊论文 Zhang Kai;Tang Baoping;Deng Lei;Yu Xiaoxia;Wei Jing
21 基于增强熵权峭度图的滚动轴承最优频带解调的故障诊断 期刊论文 李红贤;汤宝平;韩延;邓蕾
22 Multiscale dynamic fusion prototypical cluster network for fault diagnosis of planetary gearbox under few labeled samples 期刊论文 Li Biao;Tang Baoping;Deng Lei;Yu Xiaoxia
23 Deep Residual Networks With Dynamically Weighted Wavelet Coefficients for Fault Diagnosis of Planetary Gearboxes 期刊论文 Zhao Minghang;Kang Myeongsu;Tang Baoping;Pecht Michael
24 基于动态加权密集连接卷积网络的变转速行星齿轮箱故障诊断 期刊论文 熊鹏;汤宝平;邓蕾;赵明航
25 Self-Attention ConvLSTM and Its Application in RUL Prediction of Rolling Bearings 期刊论文 Li Biao;Tang Baoping;Deng Lei;Zhao Minghang
26 A hybrid attention improved ResNet based fault diagnosis method of wind turbines gearbox 期刊论文 Zhang Kai;Tang Baoping;Deng Lei;Liu Xiaoli
27 Multi-level wavelet packet fusion in dynamic ensemble convolutional neural network for fault diagnosis 期刊论文 Han Yan;Tang Baoping;Deng Lei
28 Deep balanced domain adaptation neural networks for fault diagnosis of planetary gearboxes with limited labeled data 期刊论文 Li Qikang;Tang Baoping;Deng Lei;Wu Yanling;Wang Yi
29 Multiple Wavelet Coefficients Fusion in Deep Residual Networks for Fault Diagnosis 期刊论文 Zhao Minghang;Kang Myeongsu;Tang Baoping;Pecht Michael
30 多共振分量融合CN N的行星齿轮箱故障诊断 期刊论文 汤宝平;熊学嫣;赵明航;谭骞
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