Projects per year
Personal profile
Personal profile
Rui Yang received his Ph.D. degree and B.Eng degree from National University of Singapore (NUS). His research centers on Intelligent Control and Optimization, with special interests in pattern recognition (PR), artificial neural networks (ANN), transfer learning (TL), deep learning (DL), brain-computer interface (BCI), human-machine interaction (HMI), cognitive computation (CC), and evolutionary computation (EC). He serves as Associate Editor for esteemed international SCI indexed journals, including IEEE Transactions on Instrumentation and Measurement (IF=5.6), Neurocomputing (IF=5.5), and Cognitive Computation (IF=4.3).
Dr. Yang is the Founding Director of The Centre for Intelligent Control and Optimization (CICO), the XJTLU-AUO-Optronics (AUO) Collaborative Research Centre. The research center aims to carry out in-depth cooperation in scientific research and industrial collaboration. By integrating artificial intelligence methods such as data analysis, visual inspection, data mining, machine learning, decision support, and optimization, with industrial expert knowledge, the Centre strives to achieve the ultimate goals of intelligent control and system optimization.
Dr. Yang is recruiting PhD, MRes/MSc, and UG Students in the following directions:
1. Intelligent Optimization of Complex Engineering System;
2. Deep Transfer Learning in Brain-Computer Interface;
3. Human-Machine Interaction in Robot/Virtual Reality.
Students working with me usually can publish paper as the first author in top journals (such as IEEE TII, IEEE TNSRE, IEEE TAI, IEEE TIM, IEEE TVCG, IEEE TCDS, IEEE TETCI, Neurocomputing, CEP, CIBM) and top conferences (such as IEEE VR, ISMAR, UIST).
For students who are interested in doing projects related to the above directions, please feel free to send me an email: R.Yang@xjtlu.edu.cn
Research interests
Intelligent Control and Optimization:
pattern recognition (PR), artificial neural networks (ANN), transfer learning (TL), deep learning (DL), brain-computer interface (BCI), human-machine interaction (HMI), cognitive computation (CC), evolutionary computation (EC)
Experience
Associate Professor, Xi’an Jiaotong-Liverpool University, Suzhou, China
Associate Professor, Shandong University of Science and Technology, Qingdao, China
Teaching Assistant, National University of Singapore, Singapore
Software Engineer, Accenture, Singapore
Teaching
INT202 Complexity of Algorithms
INT301 Bio-Computation
Awards and honours
2024, Research Excellence Award, Xi'an Jiaotong-Liverpool University
2024, 1st-Class Award in Natural Science Award, Intelligent Detection and Fault Diagnosis Method for Abnormal Working Conditions in Complex Industrial Processes, Shandong Automation Association
2021, Jiangsu Provincial Talent Programme Qinglan Project, Jiangsu
2020, Jiangsu Provincial Innovation Entrepreneurship Talent, Jiangsu
2015, Key Member of Taishan Scholar Project of Shandong Province, China
2008-2022, National University of Singapore Research Scholarship, Singapore
2004-2008, Ministry of Education Scholarship, Singapore
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
Education/Academic qualification
PhD, National University of Singapore, Singapore
B.Eng, National University of Singapore, Singapore
Person Types
- Staff
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Collaborations and top research areas from the last five years
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Advancing to a Brain-Controlled Metaverse: Preliminary Understanding of User Perception in Interaction through Brain Activity
1/09/24 → 31/08/25
Project: Internal Research Project
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Optimizing human-robot interaction in a brain-computer interface based walking assist robot system
Huang, M., Yang, R., Wan, Z., Wang, L., Sun, W., Zheng, Y. & Lu, A.
1/01/24 → 31/12/26
Project: Internal Research Project
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Exploration of the Usability of Virtual Reality Rehabilitation System
Huang, M., Yue, Y., Yang, R., Sun, W., Wang, L., Zhang, J. & Wan, Z.
1/07/23 → 1/07/25
Project: Governmental Research Project
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Suzhou Municipal Key Lab for Intelligent Virtual Engineering
Yue, Y., Liang, H. N., Lim, E. G., Man, K. L., Ma, F., Wang, X., Guan, S., Wang, Q., Xiao, J., Ma, J., Meng, J., Zhang, C., Chen, M., Chen, B., Wang, W., Craig, P., Sun, J., Liu, G., Xia, J., Zhu, X., Yu, L., Zhang, J., Qi, J., Huang, M., Yang, R., Li, S., Dong, Y., Yang, X., Li, Y., Wang, J., Zhang, H., Wei, Z., Sun, Q., Elsheikh, A., Levers, A., Konev, B., Coenen, F., Atkinson, K., Gasieniec, L., Wong, P., Payne, T., Garcia-Fernandez, A. & Zhang, Y.
1/11/22 → 30/10/25
Project: Governmental Research Project
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Research on single-stage high frequency link power sub transformer based on gallium nitride power integration
Wen, H., Zhang, Q., Yang, R., Chu, G., Lim, E. G., Liu, W., Hao, J., Bu, Q., Zhu, Y., Xu, P., Wang, X., Yang, Y., 汪义旺, 丰郅宸, 韩旭 & 程朝飞
1/07/22 → 30/06/25
Project: Governmental Research Project
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A Review on Transferability Estimation in Deep Transfer Learning
Xue, Y., Yang, R., Chen, X., Liu, W., Wang, Z. & Liu, X., 2024, (Accepted/In press) In: IEEE Transactions on Artificial Intelligence. p. 1-21 21 p.Research output: Contribution to journal › Article › peer-review
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Controlling Experience for Interaction Techniques in Virtual Reality Exergames
Sun, W., Huang, M., Wu, C., Wang, W., Yang, R. & Shi, J., 2024, Proceedings - 2024 IEEE Conference on Virtual Reality and 3D User Interfaces Abstracts and Workshops, VRW 2024. Institute of Electrical and Electronics Engineers Inc., p. 917-918 2 p. (Proceedings - 2024 IEEE Conference on Virtual Reality and 3D User Interfaces Abstracts and Workshops, VRW 2024).Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review
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Decoding Lower Limb Movement Speed: Unraveling the Disparities Between Motor Imagery and Relaxation
Chen, Y., Huang, M., Wang, S., Su, H., Zheng, Y. & Yang, R., 18 Mar 2024, Artificial Intelligence and Human-Computer Interaction - Proceedings of the 1st International Conference, ArtInHCI 2023. Ye, Y. & Siarry, P. (eds.). IOS Press BV, p. 249-255 7 p. (Frontiers in Artificial Intelligence and Applications; vol. 385).Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review
Open Access -
Design and evaluation of a self-adaptive strategy for movement modulation in virtual rehabilitation
Wang, L., Huang, M., Liu, J., Xiao, S. & Yang, R., 11 Jul 2024, 16th International Conference on Human System Interaction (HSI 2024). IEEE Computer Society, p. 1-6 (International Conference on Human System Interaction, HSI).Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review
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EEGProgress: A fast and lightweight progressive convolution architecture for EEG classification
Chen, Z., Yang, R., Huang, M., Li, F., Lu, G. & Wang, Z., Feb 2024, In: Computers in Biology and Medicine. 169, 107901.Research output: Contribution to journal › Article › peer-review
1 Citation (Scopus)
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2nd International Conference on Smart Electrical Grid and Renewable Energy
Rui Yang (Participant)
11 Aug 2024Activity: Participating in or organising an event › Organising an event e.g. a conference, workshop, …
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Brain-computer interface based on deep transfer learning
Rui Yang (Speaker)
24 Jul 2024Activity: Talk or presentation › Invited talk
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Brunel Fellowship Academy
Rui Yang (Participant)
11 Jun 2024 → 12 Jul 2024Activity: Participating in or organising an event › Participating in an event e.g. a conference, workshop, …
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Artificial Intelligence-based Research in University Education
Rui Yang (Speaker)
24 May 2024Activity: Talk or presentation › Invited talk