个人简介
高天宇，工学博士，助理教授。电子与信息工程学院，信息与通信工程学科。
主要从事高端装备智能运行与维护、人工智能驱动的故障诊断、多源信息融合等方面的研究工作。先后参与国家级基础科研计划、国家级技术基础科研、国家自然科学基金面上项目、黑龙江省自然科学基金面上项目等7项课题。发表学术论文20余篇，其中：SCI收录10余篇、EI收录20余篇。申请专利10余项，其中：已授权5项。获“国家奖学金”、“优秀毕业生”等荣誉奖励，入选哈尔滨工业大学“春雁英才计划”。
工作经历
哈尔滨工业大学 助理教授 2023.07-至今
教育经历
2018.09-2023.06 哈尔滨工业大学，信息与通信工程学科 工学博士
2016.09-2018.07 哈尔滨工业大学，仪器科学与技术学科 工学硕士
2012.09-2016.07 哈尔滨工业大学，测控技术与仪器专业 工学学士
近期论文
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A novel incipient fault diagnosis method for analogue circuits based on an MLDLCN.Circuits, Systems and Signal Processing. Xiaodong Liu, Haochi Yang, Tianyu Gao*, Jingli Yang. 2023.10. (SCI, IF=2.3).
An incipient fault diagnosis method based on complex convolutional self-attention autoencoder for analog circuits. IEEE Transactions on Industrial Electronics. Tianyu Gao, Jingli Yang*, Shouda Jiang, Ye Li. 2023.08. (SCI, IF=7.7).
A multi-sensor fault diagnosis method for rotating machinery based on improved fuzzy support fusion and self-normalized spatio-temporal network. Measurement Science and Technology. Jingli Yang, Tianyu Gao*, Huiyuan Zhang, Yunlu Li. 2023.08. (SCI, IF=2.4).
A fault location method based on ensemble complex spatio-temporal attention network for complex systems under fluctuating operating conditions. Applied Soft Computing Journal. Jingli Yang, Tianyu Gao*, Ge Yan, Cheng Yang, Gangqiang Li. 2023.05. (SCI, IF=8.7).
An incipient fault diagnosis method based on Att-GCN for analogue circuits. Measurement Science and Technology. Jingli Yang*, Ye Li, Tianyu Gao. 2022.12. (SCI, IF=2.4).
Energy-based adversarial transfer network for cross-domain fault diagnosis of electro-mechanical Systems. IEEE Transactions on Instrumentation and Measurement. Jingli Yang*, Tianyu Gao, Shouda Jiang. 2022.10. (SCI, IF=5.6).
A novel fault detection model based on vector quantization sparse autoencoder for nonlinear complex systems. IEEE Transactions on Industrial Informatics. Tianyu Gao, Jingli Yang*, Shouda Jiang. 2022.05. (SCI, IF=12.3).
A dual-input fault diagnosis model based on SE-MSCNN for analog circuits. Applied Intelligence. Jingli Yang*, Tianyu Gao, Shouda Jiang. 2022.04. (SCI, IF=5.3).
A novel convolutional neural network with interference suppression for the fault diagnosis of mechanical rotating components. Neural Computing and Applications. Jingli Yang*, Shuangyan Yin, Tianyu Gao. 2022.02. (SCI, IF=6.0).
An efficient method for imbalanced fault diagnosis of rotating machinery. Measurement Science and Technology. Jingli Yang*, Shuangyan Yin, Tianyu Gao. 2021.11. (SCI, IF=2.4).
A novel fault diagnosis method for analog circuits with noise immunity and generalization ability. Neural Computing and Applications. Tianyu Gao, Jingli Yang*, Shouda Jiang. 2021.08. (SCI, IF=6.0).
A novel incipient fault diagnosis method for analog circuits based on GMKL-SVM and wavelet fusion features. IEEE Transactions on Instrumentation and Measurement. Tianyu Gao, Jingli Yang*, Shouda Jiang. 2021.08. (SCI, IF=5.6).
An efficient method for monitoring degradation and predicting the remaining useful life of mechanical rotating components.IEEE Transactions on Instrumentation and Measurement. Jingli Yang*, Shuangyan Yin, Yongqi Chang, Tianyu Gao, Cheng Yang. 2021.07. (SCI, IF=5.6).
Fault Diagnosis of Rotating Machinery Based on One-Dimensional Deep Residual Shrinkage Network with a Wide Convolution Layer.Shock and Vibration. Jingli Yang*, Tianyu Gao, Shouda Jiang, Shijie Li, Qing Tang. 2020.12. (SCI, IF=1.6).
A Novel Fault Diagnosis Method for Analog Circuits Based on Conditional Variational Neural Networks.Circuits, Systems and Signal Processing. Tianyu Gao, Jingli Yang*, Shouda Jiang, Ge Yan. 2020.10. (SCI, IF=2.3).
A Novel Fault Diagnostic Method for Analog Circuits Using Frequency Response Features.Review of Scientific Instruments. Tianyu Gao, Jingli Yang*, Shouda Jiang. 2019.10. (SCI, IF=1.6).
会议论文
Fault diagnosis method of rotating machinery based on multi-sensor information decision-level fusion. 2023 IEEE Global Reliability and Prognostics and Health Management Conference. Jingli Yang, Yuxiang Huang, Huiyuan Zhang and Tianyu Gao. 2023.10.
Fault diagnosis method for rotating machinery based on attention adversarial transfer networks under variable operating conditions . 2023 IEEE Global Reliability and Prognostics and Health Management Conference. Tianyu Gao, Cheng Yang and Jingli Yang. 2023.10.
An incipient fault diagnosis method based on spatio-temporal center network for analog circuits. 2022 IEEE Global Reliability and Prognostics and Health Management Conference. Tianyu Gao, Ye Li, Xue Bai, Jingli Yang. 2022.10.
Fault diagnosis method of analog circuit based on enhanced boundary equilibrium generative adversarial networks. 2021 IEEE Global Reliability and Prognostics and Health Management Conference. Jingli Yang, Yue Li, Cheng Yang, Tianyu Gao. 2021.10.
A novel fault detection method based on multiple features for analog circuits. 2021 IEEE Global Reliability and Prognostics and Health Management Conference. Tianyu Gao, Jingli Yang, Jianfeng Wang, Shouda Jiang. 2021.10.
A dual-input fault diagnosis model based on convolutional neural networks and gated recurrent unit networks for analog circuits. 2021 IEEE International Instrumentation and Measurement Technology Conference. Tianyu Gao, Jingli Yang, Shouda Jiang. 2021.05.
A Novel Fault Diagnosis Method for Planetary Gearboxes under Imbalanced Data. 2020 International Conference on Sensing, Measurement and Data Analytics in the Era of Artificial Intelligence. Tianyu Gao, Jingli Yang, Shouda Jiang. 2020.10.
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