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, Beijing, China 

 

Incumbent

Associate Professor, Faculty of Data Science, City University of Macau

 

Academic Appointment/Service

2025-Now  IEEE Senior Member

2024-Now  IEEE MACAU Council Director

2025- Now  Member of the Particle Calculation and Application Professional Committee, Chinese Association of Automation

2020- Now Member of the Intelligent Medical Imaging Branch, Guangdong Society of Biomedical Engineering

 

Honors and Awards

2023  Second Prize, National Naval Architecture and Ocean Engineering Higher Education Teaching Achievement Award (Rank No.5)

2022  Third Team Prize, Guangdong Undergraduate Course Teaching Competition

2025  Second Prize, 14th National Ocean Vehicle Design and Manufacturing Competition - National Competition (Instructor)

2025  First Prize, 14th National Ocean Vehicle Design and Manufacturing Competition - South China Regional Competition (Instructor)

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

2022  Honorable Mention Award, Mathematical Contest in Modeling (Instructor)

2020  Third Prize, 1st "Greater Bay Area Cup" Guangdong-Hong Kong-Macao Financial Mathematical Contest in Modeling (Instructor)

2019  Innovation Award, 1st National Artificial Intelligence Innovation, Entrepreneurship and Creativity Competition (Instructor)

 

Teaching Courses

BIT015   Introduction to Data Science

BCS031  Data Mining and Machine Learning

 

Courses Taught (Selected)

MDS012  An Introduction to Big Data Programming

DDS016   Data Logic for Smart City Development

 

Research Directions:

Brain-Inspired Intelligence

Embodied Intelligence

Smart Healthcare

Smart Ocean

Currently recruiting PhD students, Master students, Undergraduate students and Postdoctoral fellows (Macau Young Scholars Program) with scientific research enthusiasm. Research interests focus on deep learning-based, broad learning-based, reinforcement learning-based artificial intelligence theory and related applications. Scholarships are offered for outstanding doctoral and master students.

 

Select Scientific Research Projects

Joint Research Funding Program of the Macau Science and Technology Development Fund and the Guangdong Provincial Department of Science and Technology (FDCT-GDST), Grant No.0178/2024/AGT, 2025-2026.  (PI)

Young Talent from the Joint Fund of the Ministry of Education for Equipment Pre-Research, Research on key technologies for intelligent unmanned water cruise based on broad learning, 2022-2024. ( National level project, PI)

Sub-project of the National Natural Science Foundation of China, Research on intelligent diagnosis and early warning models for the "pre-disease" state of hepatitis B, 2023-2025. (National level project, PI)

Sub-project of the National Key R&D Program, Research on degenerative bone and joint diseases, 2018-2022. (National level project, PI)

 

Select Publication in Recent Three Years

Duan, J., & Zou, Y. (2025). Discriminative projective dictionary pair based broad metric learning system: algorithm and its applications in pattern classification. Artificial Intelligence Reviews, 58, 319 . First/Corresponding AuthorJCR Q1TOPImpact Factor13.9

Duan, J. (2025). Broadfusion: A novel two-stage multifocus image fusion approach with human visual system embedded broad learning system. Knowledge-Based Systems, 114030. Sole AuthorJCR Q1TOP

Wang, J., Nie, L., Duan, J., Zhao, H., & Chen, C. P. (2025). MFBLS: A Mixture-of-Experts-Based Fuzzy Broad Learning System for Tackling Imbalanced Datasets. IEEE Transactions on Fuzzy Systems1-13. Corresponding AuthorJCR Q1TOPImpact Factor::11.9

Huang, Z., Duan, J., Zhang, C., & Gong, W. (2025). SDELP-DDPG: Stochastic differential equations with Levy processes-driven deep deterministic policy gradient for portfolio management. Expert Systems with Applications, 273, 126822. Corresponding AuthorJCR Q1TOP

Wang, J., Nie, L., Duan, J., Zhao, H., & Chen, C. P. (2025). Mixture-of-experts-based broad learning system and its applications. Expert Systems with Applications, 269, 126389.Corresponding AuthorJCR Q1TOP

Chen, Z., Duan, J., Wang, J., Ding, W., & Chen, C. P. (2025). CC-GBLS: Collaborative-Competitive Representation-Based Graph Regularized Broad Learning System for Osteoporosis Diagnosis. IEEE Transactions on Emerging Topics in Computational Intelligence1-19.Corresponding AuthorJCR Q1

He, N., Duan, J., & Lyu, J. (2025). Double kernel and minimum variance embedded broad learning system based autoencoder for one-class classification. Neurocomputing, 611, 128638.Corresponding AuthorJCR Q1TOP

Duan, J., Xiong, J., Li, Y., & Ding, W. (2024). Deep learning based multimodal biomedical data fusion: An overview and comparative review. Information Fusion, 102536. First/Corresponding AuthorJCR Q1TOP2024 Impact Factor14.8Highly Cited Paper

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. First/Corresponding AuthorJCR Q1TOP2024 Impact Factor10.2

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). First/Corresponding AuthorJCR Q1

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. Corresponding AuthorJCR Q1TOP

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.Corresponding AuthorJCR Q1TOP2023 Impact Factor11.2

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.Corresponding AuthorJCR Q1TOP

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.Corresponding AuthorJCR Q1TOP

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.Corresponding AuthorJCR Q1TOP