Biography
H K Lam’s research interests include control theory, intelligent systems, computational intelligence, machine learning and their applications. He has authored/co-authored over 480 publications (as of 2023) on these topics.
His citation information can be found in the links below:
He serves as an area editor/guest editor/editorial board member for a number of journals, a program committee member, an international advisory board member, an invited session chair, publication chair and programme chair for various international conferences, and a reviewer for various books, international journals and international conferences. He has organised a number of special sessions for international conferences.
He was an associate editor for IEEE Transactions on Circuits and Systems II: Express Briefs and is an associate editor for IEEE Transactions on Fuzzy Systems, IET Control Theory and Applications, International Journal of Fuzzy Systems, Neurocomputing and Nonlinear Dynamics.
He is a co-editor for two edited volumes: Control of Chaotic Nonlinear Circuits (World Scientific, 2009) and Computational Intelligence and Its Applications (World Scientific, 2012), and the author/co-author of the books Stability Analysis of Fuzzy-Model-Based Control Systems (Springer, 2011), Polynomial Fuzzy Model Based Control Systems (Springer 2016), Interval Type-2 Fuzzy-Model-Based Systems (Springer, 2016).
He is an IEEE Fellow for contributions to analysis and design of fuzzy model-based control systems. He has been named a Highly Cited Researcher (Clarivate Web of Science) since 2018.
Research interests
Control Theory and Intelligent Systems
- Fuzzy modelling
- Fuzzy-model-based control
- Neural network-based control
- Control methods: PID control, state-feedback control, fuzzy logic control, time-delayed control, sampled-data control, networked control, fault-tolerant control, sliding-mode control, switching control
- Stability/performance/robustness analysis
- Lyapunov stability
Computational Intelligence
- Fuzzy logic, type-1 fuzzy sets, type-2 fuzzy sets, interval type-2 fuzzy sets
- Neural networks (NN)
- Neural-fuzzy network (NFN)
- Support vector machine (SVM)
- Meta-heuristic optimization algorithm, evolutionary algorithms, genetic algorithm, swarm intelligence, particle swarm optimisation algorithm
Machine Learning
- Deep learning
- Deep structured network: feedback forward neural network, variable-weight neural network, variable-structure neural network, graph neural network (GNN), convolutional neural network (CNN), recurrent neural network (RNN), Long-short term memory (LSTM), generative adversarial network (GAN)
- Reinforcement learning
- Data-driving modelling/control
- Explainable artificial intelligence (XAI), machine explainability
Biomedical Applications
- Classification of EMG/ECG/EEG signal
- Catheter classification and detection
- Seizure phases and types, hand gestures, brain signals
- Classification of COVID-19
- Detection of non-erosive reflux disease
- Depth estimation of hard inclusions in soft tissue
Engineering Applications
- Control of autonomous vehicles, bolt tightening, continuum manipulators, inverted pendulum, mobile robots, motors, power converters, robot arms, vehicle suspension systems
- Ball bonding inspections
- Hand-written/voice command recognition
- Classification of material textures
- Path planning for robot navigation
More information
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Hua, S., Wang, C., Lam, H-K. & Wen, S., May 2023, In: Biomedical Signal Processing and Control. Research output: Contribution to journal › Article › peer-review. DOIs: https://doi.org/10.1016/j.bspc.2023.104613
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Wang, W., Huang, C., Lam, H-K. & Wang, L., Apr 2023, In: INFORMATION SCIENCES. 622, p. 842-858 17 p. Research output: Contribution to journal › Article › peer-review. DOIs: https://doi.org/10.1016/j.ins.2022.11.110
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Abdar, M., Salari, S., Qahremani, S., Lam, H-K., Karray, F., Hussain, S., Khosravi, A., Acharya, U. R., Makarenkov, V. & Nahavandi, S., 1 Feb 2023, In: Information Fusion. 90, p. 364-381 18 p. Research output: Contribution to journal › Article › peer-review. DOIs: https://doi.org/10.1016/j.inffus.2022.09.023
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Abdar, M., Fahami, M. A., Rundo, L., Radeva, P., Frangi, A., Acharya, U. R., Lam, H-K., Khosravi, A., Jung, A. & Nahavandi, S., 1 Jan 2023, In: IEEE Transactions on Industrial Informatics. 19, 1, p. 274-285 12 p. Research output: Contribution to journal › Article › peer-review. DOIs: https://doi.org/10.1109/TII.2022.3168887
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Yao, X., Sun, Z. & Lam, H-K., Jan 2023, In: INFORMATION SCIENCES. 619, p. 340-357 18 p. Research output: Contribution to journal › Article › peer-review. DOIs: https://doi.org/10.1016/j.ins.2022.11.004
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Xu, J., Niu, Y. & Lam, H-K., 23 Dec 2022, In: IEEE Transactions on Fuzzy Systems. Research output: Contribution to journal › Article › peer-review
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He, C., Tang, R., Lam, H-K., Cao, J. & Yang, X., 13 Dec 2022, In: IEEE Transactions on Fuzzy Systems. Research output: Contribution to journal › Article › peer-review. DOIs: https://doi.org/10.1109/TFUZZ.2022.3229748
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Lam, H-K., 9 Dec 2022, In: Information Fusion. Research output: Contribution to journal › Article › peer-review. DOIs: https://doi.org/10.1016/j.inffus.2022.12.010
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Xu, Y., Lam, H-K., Jia, G., Jiang, J., Liao, J. & Bao, X., 5 Dec 2022, (Accepted/In press) In: Computers in Biology and Medicine. Research output: Contribution to journal › Article › peer-review
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Lam, H-K., 2 Dec 2022, (Accepted/In press) In: INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL. Research output: Contribution to journal › Article › peer-review