航空发动机健康状态多源深度信息融合与智能预示研究

91860124
2018
E0503.机械动力学
姜洪开
重大研究计划
教授
西北工业大学
60万元
深度信息融合;航空发动机;健康状态;大数据;状态预测
2019-01-01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 改进的选择性集成深度学习方法在滚动轴承故障诊断中的应用研究 会议论文 李兴球;姜洪开;牛茂贵;王瑞欣
2 An integrated deep multiscale feature fusion network for aeroengine remaining useful life prediction with multisensor data 期刊论文 Li Xingqiu;Jiang Hongkai;Liu Yuan;Wang Tongqing;Li Zhenning
3 A reinforcement ensemble deep transfer learning network for rolling bearing fault diagnosis with Multi-source domains 期刊论文 Li Xingqiu;Jiang Hongkai;Xie Min;Wang Tongqing;Wang Ruixin;Wu Zhenghong
4 Joint distribution adaptation network with adversarial learning for rolling bearing fault diagnosis 期刊论文 Zhao Ke;Jiang Hongkai;Wang Kaibo;Pei Zeyu
5 Rolling bearing fault feature extraction using non-convex periodic group sparse method 期刊论文 Hai Bin;Jiang Hongkai;Yao Pei;Wang Kaibo;Yao Renhe
6 A deep transfer maximum classifier discrepancy method for rolling bearing fault diagnosis under few labeled data 期刊论文 Zhenghong Wu;Hongkai Jiang;Tengfei Lu;Ke Zhao
7 An adaptive deep transfer learning method for bearing fault diagnosis 期刊论文 Zhenghong Wu;Hongkai Jiang;Ke Zhao;Xingqiu Li
8 Ensemble adaptive convolutional neural networks with parameter transfer for rotating machinery fault diagnosis 期刊论文 Zhao Ke;Jiang Hongkai;Li Xingqiu;Wang Ruixin
9 A deep ensemble dense convolutional neural network for rolling bearing fault diagnosis 期刊论文 Wu Zhenghong;Jiang Hongkai;Liu Shaowei;Zhao Ke
10 Rolling bearing fault feature extraction using Adaptive Resonance-based Sparse Signal Decomposition 期刊论文 Wang Kaibo;Jiang Hongkai;Wu Zhenghong;Cao Jiping
11 A Deep Transfer Nonnegativity-Constraint Sparse Autoencoder for Rolling Bearing Fault Diagnosis With Few Labeled Data 期刊论文 Li Xingqiu;Jiang Hongkai;Zhao Ke;Wang Ruixin
12 An optimal deep sparse autoencoder with gated recurrent unit for rolling bearing fault diagnosis 期刊论文 赵轲;姜洪开;李兴球;王瑞欣
13 Data synthesis using deep feature enhanced generative adversarial networks for rolling bearing imbalanced fault diagnosis 期刊论文 Liu Shaowei;Jiang Hongkai;Wu Zhenghong;Li Xingqiu
14 A new data generation approach with modified Wasserstein auto-encoder for rotating machinery fault diagnosis with limited fault data 期刊论文 Zhao Ke;Jiang Hongkai;Liu Chaoqiang;Wang Yanfeng;Zhu Ke
15 Transfer residual convolutional neural network for rotating machine fault diagnosis under different working conditions 会议论文 Zhao Ke;Jiang Hongkai;Wu Zhenghong
16 Periodicity-enhanced sparse representation for rolling bearing incipient fault detection 期刊论文 Yao Renhe;Jiang Hongkai;Wu Zhenghong;Wang Kaibo
17 An enhanced selective ensemble deep learning method for rolling bearing fault diagnosis with beetle antennae search algorithm 期刊论文 Xingqiu Li;Hongkai Jiang;Maogui Niu;Ruixin Wang
18 一种基于深度循环神经网络的飞机飞控系统故障预测方法 专利 姜洪开;李兴球;王瑞欣;刘少伟
19 A novel transfer learning fault diagnosis method based on Manifold Embedded Distribution Alignment with a little labeled data 期刊论文 Zhao Ke;Jiang Hongkai;Wu Zhenghong;Lu Tengfei
20 A unified framework incorporating predictive generative denoising autoencoder and deep Coral network for rolling bearing fault diagnosis with unbalanced data 期刊论文 Li Xingqiu;Jiang Hongkai;Liu Shaowei;Zhang Jianjun;Xu Jun
21 Data augmentation using deep enhanced generative adversarial networks for imbalanced fault diagnosis of rolling bearing 会议论文 刘少伟;姜洪开;姚培;吴正红;汪凯波
22 A Network Structure Search Method Based on Reinforcement Learning for Rolling Bearing Fault Diagnosis 会议论文 Wang Ruixin;Jiang Hongkai;Li XingQiu;Yao Pei
23 Aeroengine remaining useful life prediction using an integrated deep feature fusion model 会议论文 Li Xingqiu;Jiang Hongkai
24 基于迁移深度降噪自动编码器的飞机关键机械部件故障诊断方法 会议论文 李兴球;姜洪开;王瑞欣;吴正红
25 An optimal variational mode decomposition for rolling bearing fault feature extraction 期刊论文 Wei Dongdong;Jiang Hongkai;Shao Haidong;Li Xingqiu;Lin Ying
26 Bearing incipient fault feature extraction using adaptive period matching enhanced sparse representation 期刊论文 Yao Renhe;Jiang Hongkai;Li Xingqiu;Cao Jiping
27 Rolling bearing fault diagnosis using optimal ensemble deep transfer network 期刊论文 Li Xingqiu;Jiang Hongkai;Wang Ruixin;Niu Maogui
28 Rolling bearing fault diagnosis using variational autoencoding generative adversarial networks with deep regret analysis 期刊论文 Liu Shaowei;Jiang Hongkai;Wu Zhenghong;Li Xingqiu
29 Data augmentation for rolling bearing fault diagnosis using an enhanced few-shot Wasserstein auto-encoder with meta-learning 期刊论文 Pei Zeyu;Jiang Hongkai;Li Xingqiu;Zhang Jianjun;Liu Shaowei
30 一种基于多源加权集成迁移学习的滚动轴承故障诊断方法 专利 姜洪开;杨懿;王应雷;鲁腾飞
31 A Wasserstein gradient-penalty generative adversarial network with deep auto-encoder for bearing intelligent fault diagnosis 期刊论文 Xiong;Jiang Hongkai;Xingqiu Li;Maogui Niu
32 A reinforcement neural architecture search method for rolling bearing fault diagnosis 期刊论文 Ruixin Wang;Hongkai Jiang;Xingqiu Li;Shaowei Liu
33 Rolling bearing fault feature detection using nonconvex wavelet total variation 期刊论文 Wang Kaibo;Jiang Hongkai;Hai Bin;Yao Renhe
34 一种基于增强门控循环神经网络的航空发动机故障诊断方法 专利 姜洪开;赵轲;鲁腾飞;李兴球
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