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  1. 2023

  2. Distributed Learning in Heterogeneous Environment: federated learning with adaptive aggregation and computation reduction

    Li, J., Mahmoodi, T. & Lam, H-K., Jun 2023, IEEE International Conference on Communications 2023.

    Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  3. Sliding Mode Control for Fuzzy Singularly Perturbed Systems with Improved Protocol

    Cheng, J., Lam, H-K., Liu, S., Yan, H. & Zhang, D., 8 Mar 2023, (Accepted/In press) In: IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS.

    Research output: Contribution to journal › Article › peer-review

  4. Fault reconstruction for continuous-time switched nonlinear systems via adaptive fuzzy observer design

    Chen, L., Tan, Y., Lam, H-K. & Zhu, Y., 16 Feb 2023, In: IEEE Transactions on Fuzzy Systems. p. 1-12 12 p.

    Research output: Contribution to journal › Article › peer-review

  5. UncertaintyFuseNet: Robust uncertainty-aware hierarchical feature fusion model with Ensemble Monte Carlo Dropout for COVID-19 detection

    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

  6. An incremental learning method with hybrid data over/down-sampling for sEMG-based gesture classification

    Hua, S., Wang, C., Lam, H-K. & Wen, S., May 2023, In: Biomedical Signal Processing and Control. 83, 104613, 104613.

    Research output: Contribution to journal › Article › peer-review

  7. Multi-classification for EEG motor imagery signals using data evaluation-based auto-selected regularized FBCSP and convolutional neural network

    An, Y., Lam, H-K. & Ling, S. H., 25 Jan 2023, (Accepted/In press) In: NEURAL COMPUTING AND APPLICATIONS.

    Research output: Contribution to journal › Article › peer-review

  8. Sampled-data Control through Model-Free Reinforcement Learning with Effective Experience Replay

    Xiao, B., Lam, H-K., Su, X., Wang, Z., Lo, F. P. W., Chen, S. & Yeatman, E., 25 Jan 2023, In: Journal of Automation and Intelligence.

    Research output: Contribution to journal › Article › peer-review

  9. Hercules: Deep Hierarchical Attentive Multi-Level Fusion Model with Uncertainty Quantification for Medical Image Classification

    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

  10. Uncertain Disturbance Attenuation and Rejection for Interval Type-2 Fuzzy Systems via Disturbance Observer

    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

  11. 2022

  12. Non-periodic Multi-Rate Sampled-Data Fuzzy Control of Singularly Perturbed Nonlinear Systems

    Xu, J., Niu, Y. & Lam, H-K., 23 Dec 2022, In: IEEE Transactions on Fuzzy Systems.

    Research output: Contribution to journal › Article › peer-review

  13. Formation control of T-S fuzzy systems with event-triggered sampling scheme via membership function dependent approach

    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

  14. Mode-Dependent Event-Triggered Output Control for Switched T-S Fuzzy Systems With Stochastic Switching

    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

  15. Diagnosis of Brain Diseases in Fusion of Neuroimaging Modalities Using Deep Learning: A Review

    Lam, H-K., 9 Dec 2022, In: Information Fusion.

    Research output: Contribution to journal › Article › peer-review

  16. Improving COVID-19 CT classification of CNNs by learning parameter-efficient representation

    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

  17. New results on sliding mode control for polynomial fuzzy singular systems with time-varying delay

    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

  18. Quasi-synchronization of Reaction-Diffusion Neural Networks Under Deception Attacks

    Zhang, R., Wang, H., Park, J-H., Lam, H-K. & He, P., 1 Dec 2022, In: IEEE Transactions on Systems, Man, and Cybernetics: Systems. 52, 12, p. 7833-7844 12 p.

    Research output: Contribution to journal › Article › peer-review

  19. Reduced-Order Fault Detection Filter Design for Fuzzy Semi-Markov Jump Systems with Partly Unknown Transition Rates

    Zhang, L., Sun, Y., Pan, Y. & Lam, H-K., 1 Dec 2022, In: IEEE Transactions on Systems, Man, and Cybernetics: Systems. 52, 12, p. 7702-7713 12 p.

    Research output: Contribution to journal › Article › peer-review

  20. Robust Stability Analysis and Feedback Control for Uncertain Systems With Time-Delay and External Disturbance

    Zheng, W., Lam, H-K., Sun, F. & Wen, S., 1 Dec 2022, In: IEEE Transactions on Fuzzy Systems. 30, 12, p. 5065-5077 13 p.

    Research output: Contribution to journal › Article › peer-review

  21. Dissipative Tracking Control of Nonlinear Markov Jump Systems With Incomplete Transition Probabilities: A Multiple-Event-Triggered Approach

    Ran, G., Shu, Z., Lam, H-K., Liu, J. & Li, C., 30 Nov 2022, (E-pub ahead of print) In: IEEE Transactions on Fuzzy Systems. p. 1-11 11 p.

    Research output: Contribution to journal › Article › peer-review

  22. Fuzzy-Model-Based Asynchronous Fault Detection for Markov Jump Systems with Partially Unknown Transition Probabilities: An Adaptive Event-Triggered Approach

    Ran, G., Li, C., Lam, H-K., Li, D. & Chen, H., 1 Nov 2022, In: IEEE Transactions on Fuzzy Systems. 30, 11, p. 4679-4689 11 p.

    Research output: Contribution to journal › Article › peer-review

  23. Reduced-order Extended Dissipative Filtering for Nonlinear Systems with Sensor Saturation via Interval Type-2 Fuzzy Model

    Zeng, Y., Lam, H-K., Xiao, B., Wu, L. & Chen, M., 1 Nov 2022, In: IEEE Transactions on Fuzzy Systems. 30, 11, p. 5058-5064 7 p.

    Research output: Contribution to journal › Article › peer-review

  24. Sliding Mode Control for Networked Interval Type-2 Fuzzy Systems via Random Multiaccess Protocols

    Yang, Y., Niu, Y. & Lam, H-K., 1 Nov 2022, In: IEEE Transactions on Fuzzy Systems. 30, 11, p. 5005-5018 14 p.

    Research output: Contribution to journal › Article › peer-review

  25. Stability and stabilization for fuzzy systems with time-delay by applying polynomial membership function and iteration algorithm

    Wang, L., Lam, H-K. & Gu, J., 1 Nov 2022, In: IEEE Transactions on Cybernetics. 52, 11, p. 11604-11613 10 p.

    Research output: Contribution to journal › Article › peer-review

  26. Subpredictor-based fuzzy control design for a reaction-diffusion equation

    Kang, W., Zhang, J. & Lam, H-K., 1 Nov 2022, In: IEEE Transactions on Fuzzy Systems. 30, 11, p. 4728-4740 13 p.

    Research output: Contribution to journal › Article › peer-review

  27. Adaptive Event-Triggered Space-Time Sampled-Data Synchronization for Fuzzy Coupling RDNNs Under Hybrid Random Cyber Attacks

    Lam, H-K., 19 Oct 2022, In: IEEE Transactions on Fuzzy Systems. p. 1-16 16 p.

    Research output: Contribution to journal › Article › peer-review

  28. Fault Estimation and Fault Tolerant Control for Interval Type-2 Takagi-Sugeno Fuzzy Systems via Membership-Function-Dependent Approach

    Zhou, H., Lam, H-K. & Xiao, B., 11 Oct 2022, In: NONLINEAR DYNAMICS.

    Research output: Contribution to journal › Article › peer-review

  29. Periodic Event-Triggered Terminal Sliding Mode Speed Control for Networked PMSM System: A GA-Optimized Extended State Observer Approach

    Song, J., Wang, Y-K., Niu, Y., Lam, H-K., He, S. & Liu, H., 1 Oct 2022, In: IEEE ASME TRANSACTIONS ON MECHATRONICS. 27, 5, p. 4153-4164 12 p.

    Research output: Contribution to journal › Article › peer-review

  30. Security-based Fuzzy Control for Nonlinear Networked Control Systems with DoS Attacks via a Resilient Event-Triggered Scheme

    Pan, Y., Wu, Y. & Lam, H-K., 1 Oct 2022, In: IEEE Transactions on Fuzzy Systems. 30, 10, p. 4359-4368 10 p.

    Research output: Contribution to journal › Article › peer-review

  31. Stability analysis and robust controller design for systems with mixed time-delays and stochastic nonlinearity via cone complementarity linearization

    Zheng, W., Zhang, Z., Sun, F., Lam, H-K. & Wen, S., 1 Oct 2022, In: APPLIED MATHEMATICS AND COMPUTATION. 430, 127252.

    Research output: Contribution to journal › Article › peer-review

  32. Hierarchical Multi-Scale Convolutional Network for Murmurs Detection on PCG Signals

    Xu, Y., Bao, X., Lam, H-K. & Kamavuako, E., 10 Sep 2022, Computing in Cardiology (CinC) 2022. Tampere, Finland

    Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  33. Sliding Mode Reliable Control Under Redundant Channel - A Novel Censored Analog Fading Measurement

    Li, J., Niu, Y., Lam, H-K. & Chen, B., 1 Sep 2022, In: IEEE Transactions on Control of Network Systems. 9, 3, p. 1409-1420 12 p.

    Research output: Contribution to journal › Article › peer-review

  34. A Genetic Programming based Convolutional Neural Network for Image Quality Evaluations

    Chan, K. Y., Lam, H-K. & Jiang, H., Sep 2022, In: ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE. 34, 18, p. 15409-15427 19 p.

    Research output: Contribution to journal › Article › peer-review

  35. A New Design of Fuzzy Affine Model-Based Output Feedback Control for Discrete-Time Nonlinear Systems

    Qiu, J., Ji, W. & Lam, H-K., 18 Aug 2022, (Accepted/In press) In: IEEE Transactions on Fuzzy Systems.

    Research output: Contribution to journal › Article › peer-review

  36. Fuzzy-based Robust Precision Consensus Tracking for Uncertain Networked Systems with Cooperative-Antagonistic Interactions

    Liang, H., Chen, L., Pan, Y. & Lam, H-K., 15 Aug 2022, (Accepted/In press) In: IEEE Transactions on Fuzzy Systems. p. 1-15 15 p.

    Research output: Contribution to journal › Article › peer-review

  37. Adaptive Fuzzy Control for a Spatial Flexible Hose System with Dynamic Event-triggered Mechanism

    Liu, Z., Shi, J., He, Y., Zhao, Z. & Lam, H-K., 9 Aug 2022, In: IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS. p. 1-12 12 p.

    Research output: Contribution to journal › Article › peer-review

  38. Passivity-based adaptive fuzzy control for stochastic nonlinear switched systems via T-S fuzzy modeling

    Liu, Z., Yu, J. & Lam, H-K., 1 Aug 2022, In: IEEE Transactions on Fuzzy Systems. p. 1-8 8 p.

    Research output: Contribution to journal › Article › peer-review

  39. Adaptive Fuzzy Output Feedback Tracking Control for Uncertain Nonstrict Feedback Systems With Variable Disturbances via Event-Triggered Mechanism

    Chen, J., Lam, H-K. & Yu, J., 27 Jul 2022, In: IEEE Transactions on Systems, Man, and Cybernetics: Systems. p. 1-12 12 p.

    Research output: Contribution to journal › Article › peer-review

  40. LMIs-based stability analysis and fuzzy-logic controller design for networked systems with sector nonlinearities: Application in tunnel diode circuit

    Zheng, W., Zhang, Z., Lam, H-K., Sun, F. & Wen, S., 15 Jul 2022, In: Expert Systems with Applications. 198, 116627.

    Research output: Contribution to journal › Article › peer-review

  41. Adaptive Event-Triggered Control for Nonlinear Systems With Asymmetric State Constraints: A Prescribed-Time Approach

    Wang, Z., Lam, H-K., Guo, Y., Xiao, B., Li, Y., Su, X., Yeatman, E. & Burdet, E., 10 Jul 2022, (Accepted/In press) In: IEEE Transactions on Automatic Control. p. 1-8 8 p.

    Research output: Contribution to journal › Article › peer-review

  42. Appearance-Based Gaze Estimation for ASD Diagnosis

    Li, J., Chen, Z., Zhong, Y., Lam, H-K., Han, J., Li, X. & Liu, H., 1 Jul 2022, In: IEEE Transactions on Cybernetics. 52, 7, p. 6504-6517 14 p.

    Research output: Contribution to journal › Article › peer-review

  43. Dynamic random distribution learning rate for neural networks training

    Hu, X., Wen, S. & Lam, H. K., Jul 2022, In: APPLIED SOFT COMPUTING. 124, 109058.

    Research output: Contribution to journal › Article › peer-review

  44. "Stability and Stabilization of Polynomial Fuzzy-Model-Based Switched Nonlinear Systems under MDADT Switching Signal"

    Bao, Z., Lam, H-K., Peng, Y., Liu, F. & Merhan, K., 3 Jun 2022, In: IEEE Transactions on Fuzzy Systems. p. 1 1 p.

    Research output: Contribution to journal › Article › peer-review

  45. Optimization for Interval Type-2 Polynomial Fuzzy Systems: A Deep Reinforcement Learning Approach

    Xiao, B., Lam, H-K., Xuan, C., Wang, Z. & Yeatman, E., 3 Jun 2022, In: IEEE Transactions on Artificial Intelligence . p. 1-12 12 p.

    Research output: Contribution to journal › Article › peer-review

  46. Semi-Markov jump linear systems with bi-boundary sojourn time: Anti-modal-asynchrony control

    Yang, J., Ning, Z., Zhu, Y., Zhang, L. & Lam, H-K., Jun 2022, In: AUTOMATICA. 140, 110270.

    Research output: Contribution to journal › Article › peer-review

  47. Continuous Interval Type-2 Fuzzy Q-learning Algorithm for Trajectory Tracking Tasks for Vehicles

    Xuan, C., Lam, H-K., Shi, Q. & Chen, M., 25 May 2022, In: INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL. 32, 8, p. 4788-4815 28 p.

    Research output: Contribution to journal › Article › peer-review

  48. Genetic-Algorithm-Assisted Self-Scheduled Multi-Delay PIR Control: Experiments in A Car-Like Vehicle System

    Xu, J., Niu, Y. & Lam, H-K., 24 May 2022, In: IEEE Transactions on Cybernetics. p. 1-11 11 p.

    Research output: Contribution to journal › Article › peer-review

  49. Tracking Control for Nonlinear Systems With Actuator Saturation via Interval Type-2 T-S Fuzzy Framework

    Zeng, Y., Lam, H-K., Xiao, B. & Wu, L., 2 May 2022, In: IEEE Transactions on Cybernetics.

    Research output: Contribution to journal › Article › peer-review

  50. SEM: Safe exploration mask for q-learning

    Xuan, C., Zhang, F. & Lam, H. K., May 2022, In: ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE. 111, 104765.

    Research output: Contribution to journal › Article › peer-review

  51. Similarity Maps for Ventricular Arrhythmia Classification

    Lin, Q., Lam, H-K., Curtis, M. J. & Cvetkovic, Z., 1 Apr 2022, (Accepted/In press) Proceedings of 44th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC'22).

    Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  52. More relaxed stability analysis and positivity analysis for positive polynomial fuzzy systems via membership functions dependent method

    Han, M., Lam, H. K., Liu, F. & Tang, Y., 28 Mar 2022, In: Fuzzy Sets and Systems. 432, p. 111-131 21 p.

    Research output: Contribution to journal › Article › peer-review

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