基于深度生成对抗网络的直升机动力传动系统智能健康预示研究

51905160
2019
E0503.机械动力学
邵海东
青年科学基金项目
副教授
湖南大学
27万元
智能预示;多源参数融合;直升机动力传动系统;健康状态;深度生成对抗网络
2020-01-01到2022-12-31
  • 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 Convformer-NSE: A Novel End-to-End Gearbox Fault Diagnosis Framework Under Heavy Noise Using Joint Global and Local Information 期刊论文 Songyu Han;Haidong Shao;Junsheng Cheng;Xingkai Yang;Baoping Cai
2 Deep transfer multi-wavelet auto-encoder for intelligent fault diagnosis of gearbox with few target training samples 期刊论文 He Zhiyi;Shao Haidong;Wang Ping;Lin Janet;Cheng Junsheng;Yang Yu
3 Unsupervised domain-share CNN for machine fault transfer diagnosis from steady speeds to time-varying speeds 期刊论文 Hongru Cao;Haidong Shao;Xiang Zhong;Qianwang Deng;Xingkai Yang;Jianping Xuan
4 Dual-threshold attention-guided GAN and limited infrared thermal images for rotating machinery fault diagnosis under speed fluctuation 期刊论文 Haidong Shao;Wei Li;Baoping Cai;Jiafu Wan;Yiming Xiao;Shen Yan
5 Ensemble transfer CNNs driven by multi-channel signals for fault diagnosis of rotating machinery cross working conditions 期刊论文 Zhiyi He;Haidong Shao;Xiang Zhong;Xianzhu Zhao
6 Multi-sensor gearbox fault diagnosis by using feature-fusion covariance matrix and multi-Riemannian kernel ridge regression 期刊论文 Xin Li;Xiang Zhong;Haidong Shao;Te Han;Changqing Shen
7 科睿唯安全球高被引科学家 奖励 邵海东
8 Highly Efficient Fault Diagnosis of Rotating Machinery Under Time-Varying Speeds Using LSISMM and Small Infrared Thermal Images 期刊论文 Li Xin;Haidong Shao;Siliang Lu;Jiawei Xiang;Baoping Cai
9 Multiscale dilated convolutional subdomain adaptation network with attention for unsupervised fault diagnosis of rotating machinery cross operating conditions 期刊论文 Yiming Xiao;Haidong Shao;Zhishan Min;Hongru Cao;Xingkai Chen;Janet Lin
10 基于提升深度迁移自动编码器的轴承智能故障诊断 期刊论文 邵海东;张笑阳;程军圣;杨宇
11 Unsupervised domain-shared convolutional neural network for bearing fault transfer diagnosis 会议论文 Hongru Cao;Haidong Shao;Min Xia;Wenlong Luo;Feng Zhu;Dehua Su
12 An intelligent fault diagnosis method for rotor-bearing system using small labeled infrared thermal images and enhanced CNN transferred from CAE 期刊论文 He Zhiyi;Shao Haidong;Zhong Xiang;Yang Yu;Cheng Junsheng
13 Modified Deep Autoencoder Driven by Multisource Parameters for Fault Transfer Prognosis of Aeroengine 期刊论文 Zhiyi He;Haidong Shao;Ziyang Ding;Hongkai Jiang;Junsheng Cheng
14 Clustering-Guided Novel Unsupervised Domain Adversarial Network for Partial Transfer Fault Diagnosis of Rotating Machinery 期刊论文 Hongru Cao;Haidong Shao;Bin Liu;Baoping Cai;Junsheng Cheng
15 Ensemble deep transfer learning driven by multisensor signals for the fault diagnosis of bevel-gear cross-operation conditions 期刊论文 ZiYang Di;HaiDong Shao;JiaWei Xiang
16 Novel Joint Transfer Network for Unsupervised Bearing Fault Diagnosis From Simulation Domain to Experimental Domain 期刊论文 Yiming Xiao;Haidong Shao;SongYu Han;Zhiqiang Huo;Jiafu Wan
17 时变转速下基于双阈值注意力生成对抗网络和小样本的转子-轴承系统故障诊断 期刊论文 邵海东;李伟;刘翊;杨斌
18 Modified Stacked Autoencoder Using Adaptive Morlet Wavelet for Intelligent Fault Diagnosis of Rotating Machinery 期刊论文 Haidong Shao;Min Xia;Jiafu Wan;Clarence W. de Silva
19 爱思唯尔中国高被引学者 奖励 邵海东
20 Modified DSAN for unsupervised cross-domain fault diagnosis of bearing under speed fluctuation 期刊论文 Jingjie Luo;Haidong Shao;Hongru Cao;Xingkai Chen;Baoping Cai;Bin Liu
21 Transfer fault diagnosis of bearing installed in different machines using enhanced deep auto-encoder 期刊论文 He Zhiyi;Shao Haidong;Jing Lin;Cheng Junsheng;Yang Yu
22 Intelligent fault diagnosis among different rotating machines using novel stacked transfer auto-encoder optimized by PSO 期刊论文 Haidong Shao;Ding Ziyang;Cheng Junsheng;Hongkai Jiang
23 A Fusion CWSMM-based Framework for Rotating Machinery Fault Diagnosis under Strong Interference and Imbalanced Case 期刊论文 Xin Li;Jian Cheng;Haidong Shao;Kan Liu;Baoping Cai
24 仿真数据驱动的改进无监督域适应轴承故障诊断 期刊论文 邵海东;肖一鸣;颜深
25 一种工业机器人减速机智能故障识别方法 专利 邵海东;程军圣;钟翔;王续达;吕顺娣
26 一种针对行星齿轮箱的故障诊断方法 专利 邵海东;陈明志;邓乾旺;钟翔
27 Semi-supervised fault diagnosis of machinery using LPS-DGAT under speed fluctuation and extremely low labeled rates 期刊论文 Shen Yan;Haidong Shao;Yiming Xiao;Jian Zhou;Yuandong Xu;Jiafu Wan
28 A novel approach of multisensory fusion to collaborative fault diagnosis in maintenance 期刊论文 Haidong Shao;Jing Lin;Liangwei Zhang;Diego Galar;Uday Kumar
29 Scalable Metric Meta-learning for Cross-domain Fault Diagnosis of Planetary Gearbox Using Few Samples 会议论文 Haidong Shao;Jing Lin;Zhishan Min;Jingjie Luo;Haoxuan Dou
30 Gearbox Fault Diagnosis using Novel Dilated CNN and Piecewise Loss under Unbalanced Data 会议论文 Songyu Han;Haidong Shao;Tian’ao Xu;Rongding Zhao
31 Symplectic weighted sparse support matrix machine for gear fault diagnosis 期刊论文 Xin Li;Yu Yang;Haidong Shao;Xiang Zhong;Jian Cheng;Junsheng Cheng
32 一种跨域数据驱动无监督领域共享网络的变转速轴承故障诊断方法 专利 邵海东;曹鸿儒;邓乾旺;钟翔
33 Novel multi-scale dilated CNN-LSTM for fault diagnosis of planetary gearbox with unbalanced samples under noisy environment 期刊论文 Songyu Han;Xiang Zhong;Haidong Shao;Tian’ao Xu;Rongding Zhao;Junsheng Cheng
34 Cross-domain fault diagnosis of bearing using improved semi-supervised meta-learning towards interference of out-of-distribution samples 期刊论文 Jian Lin;Haidong Shao;Zhishan Min;Jingjie Luo;Yiming Xiao;Shen Yan;Jian Zhou
35 Fault Diagnosis of a Rotor-Bearing System Under Variable Rotating Speeds Using Two-Stage Parameter Transfer and Infrared Thermal Images 期刊论文 Haidong Shao;Wei Li;Min Xia;Yu Zhang;Changqing Shen;Darren Williams;Andrew Kennedy;Clarence W. de Silva
36 Data augmentation and intelligent fault diagnosis of planetary gearbox using ILoFGAN under extremely limited samples 期刊论文 Mingzhi Chen;Haidong Shao;Haoxuan Dou;Wei Li;Bin Liu
37 基于提升卷积神经网络的航空发动机高速轴承智能故障诊断 期刊论文 韩淞宇;邵海东;姜洪开;张笑阳
38 End-to-end chiller fault diagnosis using fused attention mechanism and dynamic cross-entropy under imbalanced datasets 期刊论文 Songyu Han;Haidong Shao;Zhiqiang Huo;Xingkai Yang;Junsheng Cheng
39 Intelligent Fault Diagnosis of Rotor-Bearing System Under Varying Working Conditions With Modified Transfer Convolutional Neural Network and Thermal Images 期刊论文 Haidong Shao;Min Xia;Guangjie Han;Yu Zhang;Jiafu Wan
40 Multi-mode data augmentation and fault diagnosis of rotating machinery using modified ACGAN designed with new framework 期刊论文 Wei Li;Xiang Zhong;Haidong Shao;Baoping Cai;Xiaokang Yang
41 Comparison Research of Feature Fusion Methods in Characterizing Performance Degradation of Aeroengine 会议论文 Shao Haidong;Li Wei
42 Rotating Machinery Fault Classification using IWGAN-GP and Small Gray Images 会议论文 Haidong Shao;Wei Li;Min Xia;Chengxu Wang;Qinglin Guan;Tian'ao Xu
43 Intelligent fault diagnosis of machinery using digital twin-assisted deep transfer learning 期刊论文 Min Xia;Haidong Shao;Darren Williams;Siliang Lu;Lei Shu;Clarence W. de Silva
44 Modified Gaussian convolutional deep belief network and infrared thermal imaging for intelligent fault diagnosis of rotor-bearing system under time-varying speeds 期刊论文 Li Xin;Shao Haidong;Jiang Hongkai;Xiang Jiawei
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