Associate Professor Junwei Duan


Dr. Junwei Duan

Associate Professor Doctoral Supervisor/Master Supervisor 

Email:jwduan@cityu.edu.mo

Tel:(853)85902292

Office address: Room T213, Tai Fung Building, City University of Macau (Taipa)

 

Educational qualifications 

2018 Doctor of Philosophy in Software Engineering, University of Macau, Macau, China 

2008 Bachelor of Information Engineering, Beijing Institute of Technology, China 

 

Courses taught 

Machine learning 

Programming basics 

Artificial Intelligence and Multidisciplinary Practical Innovation 

 

Research direction 

Artificial Intelligence and Large Models 

Biomedical big data analysis 

Ocean information perception and recognition 

Intelligent systems and autonomous driving 

 

Research and publishing 

Book Chapters  

Chen, L., Duan, J., & Chen, C. P. (2016). Novel Approaches for Regional Multifocus Image Fusion. In Recent Advances in Image and Video Coding. IntechOpen. 

 

Refereed Journal Articles (Selected) 

 

Duan, J., Xiong, J., Li, Y., & Ding, W. (2024). Deep learning based multimodal biomedical data fusion: An overview and comparative review. Information Fusion, 102536.

Duan, J., Yao, S., Tan, J., Liu, Y., Long, C., Zhen, Z., Chen, C. P.. (2024). Extreme Fuzzy Broad Learning System: Algorithm, Frequency Principle, and Applications in Classification and Regression. IEEE Transactions on Neural Networks and Learning Systems.

Duan, J., Zeng, L., Wu, Y., Chen, L., & Chen, C. P. (2024). BroadNet: A novel broad learning system-based series AC arc fault detection approach with zero phase component analysis whitening transformation. IEEE Sensors Journal.

Duan, J., Wang, Y., Chen, L., Chen, C. P., & Zhang, R. (2024). Employing broad learning and non-invasive risk factor to improve the early diagnosis of metabolic syndrome. iScience, 27( 1).

Huang, Z., & Duan, J. (2023). GFBLS: Graph-regularized fuzzy broad learning system for detection of interictal epileptic discharges. Engineering Applications of Artificial Intelligence, 125, 106763.

Huang, Z., Gong, W., & Duan, J. (2023). TBDQN: A novel two-branch deep Q-network for crude oil and natural gas futures trading. Applied Energy, 347, 121321.

Duan, J., Liu, Y., Wu, H., Wang, J., Chen, L., & Chen, C. L. (2023). Broad learning for early diagnosis of Alzheimer's disease using FDG-PET of the brain. Frontiers in Neuroscience, 17, 1137567.

Ma, P., Wang, J., Zhou, Z., Chen, C. P., Duan, J., & Alzheimer's Disease Neuroimaging Initiative. (2023). Development and validation of a deep-broad ensemble model for early detection of Alzheimer's disease. Frontiers in Neuroscience, 17.

Shi, Z., Chen, L., Duan, J., Chen, G., & Zhao, K. (2023). Robust and fuzzy ensemble framework via spectral learning for random projection-based fuzzy-c-means clustering. Engineering Applications of Artificial Intelligence, 117, 105541.

Liu, Y., Zhou, H., Guan, M., Feng, F., & Duan, J. (2023). Scalp EEG-Based Automatic Detection of Epileptiform Events via Graph Convolutional Network and Bi-Directional LSTM Co-Embedded Broad Learning System. IEEE Signal Processing Letters, 30, 448-452.

Yu, J., Chen, J., Chen, Y., Zhou, Z., & Duan, J. (2022). Double Broad Reinforcement Learning Based on Hindsight Experience Replay for Collision Avoidance of Unmanned Surface Vehicles. Journal of Marine Science and Engineering, 10(12), 2026.

Wu, G., & Duan, J. (2022). BLCov: a novel collaborative–competitive broad learning system for COVID-19 detection from radiology images. Engineering Applications of Artificial Intelligence, 115, 105323.

Wei, H., Chen, L., Chen, C. P., Duan, J., Han, R., & Guo, L. (2022). Fuzzy clustering for multiview data by combining latent information. Applied Soft Computing, 126, 109140.

Jin, J., Li, Y., Yang, T., Zhao, L., Duan, J., & Chen, C. P. (2021). Discriminative group-sparsity constrained broad learning system for visual recognition. Information Sciences, 576, 800-818.

Zhou, Z., Sun, J., Yu, J., Liu, K., Duan, J., Chen, L., & Chen, C. P. (2021). An image-based benchmark dataset and a novel object detector for water surface object detection. Frontiers in Neurorobotics, 15, 723336.

Duan, J., Chen, L., & Chen, C. P. (2018). Multifocus image fusion with enhanced linear spectral clustering and fast depth map estimation. Neurocomputing, 318, 43-54.

 

 

Academic Awards 

 

2023 Second Prize of the National Higher Education Teaching Achievement Award for Shipbuilding and Ocean Engineering (ranked among the top five) 

 

2022 Third Prize of Guangdong Province Undergraduate Course Teaching Competition Team 

 

2023 The 12th National Ocean Vehicle Design and Production Competition-South China Regional Competition First Prize (Instructor) 

 

2022 American College Student Mathematical Modeling Competition Honorable Mention Award (Instructor) 

 

2020 Third Prize in the First "Greater Bay Area Cup" Guangdong, Hong Kong and Macao Financial Mathematical Modeling Competition (Instructor) 

 

2019 Innovation Award of the First National "Artificial Intelligence" Innovation, Entrepreneurship and Creation Competition (Instructor) 

 

 

 

Professional association 

 

2020-present: Member of the Intelligent Medical Imaging Branch of Guangdong Society of Biomedical Engineering