面向气路故障的多源数据驱动航空发动机剩余寿命智能预测方法研究

91960106
2019
E0503.机械动力学
陈景龙
重大研究计划
教授
西安交通大学
60万元
多源数据;航空发动机;深度学习;故障诊断;剩余寿命
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 Triplet metric driven multi-head GNN augmented with decoupling adversarial learning for intelligent fault diagnosis of machines under varying working condition 期刊论文 Kaiyu Zhang;Jinglong Chen;Shuilong He;Fudong Li;Yong Feng;Zitong Zhou
2 A multi-head attention network with adaptive meta-transfer learning for RUL prediction of rocket engines 期刊论文 Tongyang Pan;Jinglong Chen;Zhisheng Ye;Aimin Li
3 复杂装备关键部件早期故障诊断理论与方法 奖励 陈景龙;訾艳阳;潘骏;何水龙;李紫鹏
4 A novel integration framework for degradation-state prediction via transformer model with autonomous optimizing mechanism 期刊论文 Yulang Liu;Jinglong Chen;Yuanhong Chang;Shuilong He;Zitong Zhou
5 Virtual sensor-based imputed graph attention network for anomaly detection of equipment with incomplete data 期刊论文 Haodong Yan;Jun Wang;Jinglong Chen;Zijun Liu;Yong Feng
6 Intelligent Fault Quantitative Identification for Industrial Internet of Things (IIoT) via a Novel Deep Dual Reinforcement Learning Model Accompanied with Insufficient Samples 期刊论文 Yuanhong Chang;Jinglong Chen;Wenyang Wu;Tongyang Pan;Zitong Zhou;Shuilong He
7 Intelligent Impulse Finder: A boosting multi-kernel learning network using raw data for mechanical fault identification in big data era 期刊论文 Jinglong Chen;Yuanhong Chang;Cheng Qu;Mingquan Zhang;Fudong Li;Jun Pan
8 Layer Regeneration Network with Parameter Transfer and Knowledge Distillation for Intelligent Fault Diagnosis of Bearing Using Class Unbalanced Sample 期刊论文 Fudong Li;Jinglong Chen;Shuilong He;Zitong Zhou
9 A Soft-target Difference Scaling Network via Relational Knowledge Distillation for Fault Detection of Liquid Rocket Engine under Multi-source Trouble-free Samples 期刊论文 Fudong Li;Jinglong Chen;Zijun Liu;Haixin Lv;Jun Wang;Junshe Yuan;Wenrong Xiao
10 QSCGAN: An Un-Supervised Quick Self-Attention Convolutional GAN for LRE Bearing Fault Diagnosis Under Limited Label-Lacked Data 期刊论文 Wan Wenqing;He Shuilong;Chen Jinglong;Li Aimin;Feng Yong
11 Multiple degradation mode analysis via gated recurrent unit mode recognizer and life predictors for complex equipment 期刊论文 Qinyuan Luo;Yuanhong Chang;Jinglong Chen;Hongjie Jing;Haixin Lv;Tongyang Pan
12 一种无故障样本下航天液体发动机健康状态智能识别方法 专利 陈景龙;吕海鑫;訾艳阳
13 Intelligent fault diagnosis of Wind Turbines via a Deep Learning Network Using Parallel Convolution Layers with Multi-Scale Kernels 期刊论文 Chang Yuanhong;Chen Jinglong;Qu Cheng;Pan Tongyang
14 Memory-augmented skip-connected autoencoder for unsupervised anomaly detection of rocket engines with multi-source fusion 期刊论文 Haodong Yan;Zijun Liu;Jinglong Chen;Yong Feng;Jun Wang
15 Unsupervised Multimodal Anomaly Detection With Missing Sources for Liquid Rocket Engine 期刊论文 Yong Feng;Zijun Liu;Jinglong Chen;Haixin Lv;Jun Wang;Xinwei Zhang
16 爱思唯尔2020中国高被引学者 奖励 陈景龙
17 双头解耦对齐的全场景目标检测方法、系统、装置及介质 专利 陈景龙;冯勇;訾艳阳
18 基于无监督全属性图的异构多源时序异常检测方法 专利 陈景龙;冯勇;訾艳阳
19 基于时空特征分割重构的动力装备系统异常检测方法 专利 陈景龙;韩勤丰;訾艳阳
20 CFs-focused intelligent diagnosis scheme via alternative kernels networks with soft squeeze-and-excitation attention for fast-precise fault detection under slow & sharp speed variations 期刊论文 Yuanhong Chang;Jinglong Chen;Qiang Chen;Shen Liu;Zitong Zhou
21 Efficient temporal flow Transformer accompanied with multi-head probsparse self-attention mechanism for remaining useful life prognostics 期刊论文 Yuanhong Chang;Fudong Li;Jinglong Chen;Yulang Liu;Zipeng Li
22 A Compact Convolutional Neural Network Augmented with Multiscale Feature Extraction of Acquired Monitoring Data for Mechanical Intelligent Fault Diagnosis 期刊论文 Zhang Kaiyu;Chen Jinglong;Zhang Tianci;Zhou Zitong
23 Prior Knowledge-Augmented Self-Supervised Feature Learning for Few-shot Intelligent Fault Diagnosis of Machines 期刊论文 Tianci Zhang;Jinglong Chen;Shuilong He;Zitong Zhou
24 SDA: Regularization with Cut-Flip and Mix-Normal for machinery fault diagnosis under small dataset 期刊论文 Lv Haixin;Chen Jinglong;Zhang Tianci;Hou Rujie;Pan Tongyang;Zhou Zitong
25 Hybrid attribute conditional adversarial denoising autoencoder for zero-shot classification of mechanical intelligent fault diagnosis 期刊论文 Haixin Lv;Jinglong Chen;Tongyang Pan;Zitong Zhou
26 Intelligent fault diagnosis scheme via multi-module supervised-learning network with essential features capture-regulation strategy 期刊论文 Yuanhong Chang;Qiang Chen;Jinglong Chen;Shuilong He;Fudong Li;Zitong Zhou
27 爱思唯尔2021中国高被引学者 奖励 陈景龙
28 A Novel Multitask Adversarial Network via Redundant Lifting for Multicomponent Intelligent Fault Detection Under Sharp Speed Variation 期刊论文 Shi Zhen;Chen Jinglong;Zi Yanyang;Zhou Zitong
29 Sequence Adaptation Adversarial Network for Remaining Useful Life Prediction Using Small Data Set 会议论文 Haixin Lv;Jinglong Chen;Tongyang Pan
30 Intelligent fault diagnosis of mechanical equipment under varying working condition via iterative matching network augmented with selective Signal reuse strategy 期刊论文 Kaiyu Zhang;Jinglong Chen;Tianci Zhang;Shuilong He;Tongyang Pan;Zitong Zhou
31 一种基于部件级融合的发动机健康状态识别方法 专利 陈景龙;刘倩;吕海鑫
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