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 Author,JCR Q1,TOP,Impact Factor:13.9)
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 Author,JCR Q1,TOP)
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 Systems,1-13. (Corresponding Author,JCR Q1,TOP,Impact 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 Author,JCR Q1,TOP)
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 Author,JCR Q1,TOP)
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 Intelligence,1-19.(Corresponding Author,JCR 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 Author,JCR Q1,TOP)
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 Author,JCR Q1,TOP,2024 Impact Factor:14.8,Highly 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 Author,JCR Q1,TOP,2024 Impact Factor:10.2)
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 Author,JCR 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 Author,JCR Q1,TOP)
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 Author,JCR Q1,TOP,2023 Impact Factor:11.2)
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 Author,JCR Q1,TOP)
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 Author,JCR Q1,TOP)
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 Author,JCR Q1,TOP)