Faculty Profile

BIO

Education

PhD, Southwest Jiaotong University, Vehicle Application Engineering (2004)

M.A., Southwest Jiaotong University, Measuring and Controlling Technology (2000)

B.S., Southwest Jiaotong University, Measuring and Controlling Technology (1997)

Employment

Academic Appointments

Professor, Department of Measuring and Controlling, Southwest Jiaotong University, China (2018-present)

Associate Professor, Department of Measuring and Controlling, Southwest Jiaotong University, China (2005-2017)

Research Interests

artificial intelligence, computer vision, blind signal processing

SELECTED PUBLICATIONS

Principal Publications of the Last Five Years

J. Zhang and W. Zhai, Blind attention geometric restraint neural network for single image dynamic/defocus deblurring, IEEE Transactions on Neural Networks and Learning Systems, DOI: 10.1109/TNNLS.2022.3151099.

J. Zhang, et al. Adaptive parameter blind source separation technique for wheel condition monitoring, Mechanical Systems and Signal Processing, 90: 208-221, 2017.

J. Zhang, et al. A new real-time processing approach of frequency-varying machinery, Journal of Vibration and Control, 24(11): 2359-2368, 2018.

L. He and J. Zhang. Railway Driver Behavior Recognition System Based on Deep Learning Algorithm. 2021 4th International Conference on Artificial Intelligence and Big Data, IEEE.

L. He and J. Zhang. Snowflakes Removal for Single Image Based on Model Pruning and Generative Adversarial Network. 2019 IEEE 4th International Conference on Image, Vision and Computing, IEEE.

B. Zhang and J. Zhang. Robot Mapping and Navigation System Based on Multi - Sensor Fusion. 2021 4th International Conference on Artificial Intelligence and Big Data, IEEE.

P. Cao and J. Zhang, et al., Removal of Rain Streaks in Air Using GAN, 2021 4nd International Conference on Artificial Intelligence and Big Data, IEEE.

W. Yao, J. Zhang, et al., Semantic Segmentation Optimization Algorithm Based on Knowledge Distillation and Model Pruning. 2019 2nd International Conference on Artificial Intelligence and Big Data, IEEE.

RESEARCH

Current Research

Project Director，Variational blind source separation and neural network deep learning for fault diagnosis and safety control of high speed train wheelset，supported by the National Natural Science Foundation of China，No. 52275546.

Project Director，Nonlinear blind source separation theory and application for real-time damage diagnosis of high speed train wheel，supported by the National Natural Science Foundation of China，No. 51775449.

Project Director，Blind source separation of nonstationary signal and noise decomposition of high speed train, supported by the National Natural Science Foundation of China，No. 51205323.

TEACHING

Primary Teaching areas

Mechanical vibration

Measuring and condition monitoring of high-speed railway

Current Courses

Mechanical vibration

Measuring and condition monitoring of high-speed railway

GRADUATE SUPERVISION

I am available for supervision. Over the past five years, I have supervised and graduated 30 M.A.s.