Publications

* represents correspongding author

Journal Papers

  1. J. Wang, H. Zhu*, H. Guo, A. A. Mamun, C. Xiang, C. W. de Silva, T. H. Lee, SDSimPoint: Shallow-Deep Similarity Learning for Few-Shot Point Cloud Semantic Segmentation, IEEE Transactions on Neural Networks and Learning Systems, 2025

  2. W. Wang, H. Zhu*, M. H. Ang Jr, SGSIN: Simultaneous Grasp and Suction Inference Network via Attention-Based Affordance Learning, IEEE Transactions on Industrial Electronics, 2024

  3. F. Zhang, H. Zhu*, Y. Cen, S. Kan, L. Zhang, P. Vadakkepat, T. H. Lee, Low-Shot Unsupervised Visual Anomaly Detection via Sparse Feature Representation, IEEE Transactions on Neural Networks and Learning Systems, 2024

  4. H. Guo, H. Zhu*, J. Wang, V. Prahlad, W. K. Ho, C. W. de Silva, T. H. Lee, Remaining Useful Life Prediction via Frequency Emphasizing Mix-Up and Masked Reconstruction, IEEE Transactions on Artificial Intelligence, 2024

  5. Y. Li, H. Zhu, S. Tian, J. Ma, C. Xiang, P. Vadakkepat, Bilateral-Head Region-Based Convolutional Neural Networks: A Unified Approach for Incremental Few-Shot Object Detection, IEEE Transactions on Artificial Intelligence, 2024

  6. Y. Li, H. Zhu, J. Ma, C. Xiang, P. Vadakkepat, Incremental few-shot learning via implanting and consolidating, Neurocomputing, 2023

  7. S. Zhang, X. He, H. Zhu, Barrier function-based adaptive antisway control for underactuated overhead cranes, Nonlinear Dynamics, 2023

  8. S. Zhang, X. He, H. Zhu, X. Li, X. Liu, PID-Like Coupling Control of Underactuated Overhead Cranes with Input Constraints, Mechanical Systems and Signal Processing, 2022

  9. J. Ma, H. Zhu*, X. Li, W. Wang, C. W. de Silva, T. H. Lee, Robust Fixed-Order Controller Design for Uncertain Systems With Generalized Common Lyapunov Strictly Positive Realness Characterization, IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2022

  10. X. Li, H. Zhu*, J. Ma, W. Wang, T. J. Teo, C. S. Teo, Learning-Based High-Precision Tracking Control: Development, Synthesis, and Verification on Spiral Scanning With a Flexure-Based Nanopositioner, IEEE/ASME Transactions on Mechatronics, 2024

  11. H. Zhu, X. Li, W. Chen, X. Li, J. Ma, C. S. Teo, T. J. Teo, W. Lin, Weight Imprinting Classification-Based Force Grasping With a Variable-Stiffness Robotic Gripper, IEEE Transactions on Automation Science and Engineering, 2021

  12. S. Zhang, H. Zhu*, X. He, Y. Feng, C.K. Pang, Passivity-based Coupling Control for Underactuated Three-Dimensional Overhead Cranes, ISA transactions, 2021

  13. J. Ma, Z. Cheng, H. Zhu*, X. Li, M. Tomizuka, T. H. Lee, Convex Parameterization and Optimization for Robust Tracking of a Magnetically Levitated Planar Positioning System, IEEE Transactions on Industrial Electronics, 2021

  14. J. Ma, Z. Cheng, W. Wang, X. Li, H. Zhu*, C.W. De Silva, T. H. Lee, Convex Inner Approximation for Mixed H2/H-Infinity Control with Application to a 2-DoF Flexure-Based Nano-Positioning System, IEEE Transactions on Industrial Electronics, 2021

  15. J. Ma, H. Zhu*, M. Tomizuka, T. H. Lee, On robust stability and performance with a fixed-order controller design for uncertain systems, IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2021

  16. X. Li, H. Zhu(co-first author), W. Lin, W. Chen, K.H. Low, Structure-Controlled Variable Stiness Robotic Joint Based on Multiple Rotary Flexure Hinges, IEEE Transactions on Industrial Electronics, 2021

  17. W. Wang, J. Ma*, X. Li, Z. Cheng, H. Zhu, C. S. Teo, T. H. Lee, Iterative super-twisting sliding mode control for tray indexing system with unknown dynamics, IEEE Transactions on Industrial Electronics, 2020

  18. X. Li, H. Zhu*, J. Ma, T. J. Teo, C. S. Teo, M. Tomizuka, T. H. Lee, Data-Driven Multiobjective Controller Optimization for a Magnetically Levitated Nanopositioning System, IEEE/ASME Transactions on Mechatronics, 2020

  19. S. Zhang, X. He*, H. Zhu, Q. Chen, Y. Feng, Partially Saturated Coupled-Dissipation Control for Underactuated Overhead Cranes, Mechanical Systems and Signal Processing, 2020

  20. H. Zhu, T. J. Teo, C. K. Pang, Magnetically levitated Parallel Actuated Dual-Stage (Maglev-PAD) System for Six-Axis Precision Positioning IEEE/ASME Transactions on Mechatronics, 2019

  21. H. Zhu, C. K. Pang, T. J. Teo, Dual-Axis Control of Flexure-Based Motion System for Optical Fibre Transceiver Assembly Using Fixed-Order Controller, ISA transactions, 2019

  22. H. Zhu, T. J. Teo, C. K. Pang, Flexure-Based Magnetically Levitated Dual-Stage System for High-Bandwidth Positioning, IEEE Transactions on Industrial Informatics, 2019

  23. H. Zhu, T. J. Teo, C. K. Pang, Analytical Model-Based Multiphysics Optimization of a Nanopositioning Electromagnetic Actuator, IEEE Transactions on Industrial Electronics, 2018

  24. H. Zhu, C. K. Pang, T. J. Teo, Analysis and Control of a 6 DOF Maglev Positioning System with Characteristics of End-Effects and Eddy Current Damping, Mechatronics, 2017

  25. H. Zhu, C. K. Pang, T. J. Teo, A Flexure-Based Parallel Actuation Dual-Stage System for Large-Stroke Nanopositioning, IEEE Transactions on Industrial Electronics, 2017

  26. H. Zhu, T. J. Teo, C. K. Pang, Design and Modeling of a Six-Degree-of-Freedom Magnetically Levitated Positioner using Square Coils and 1-D Halbach Arrays, IEEE Transactions on Industrial Electronics, 2016

  27. T. J. Teo, H. Zhu, S.L. Chen, G. Yang, C. Pang, Principle and Modeling of A Novel Moving Coil Linear-Rotary Electromagnetic Actuator, IEEE Transactions on Industrial Electronics, 2016

  28. H. Zhu, C. K. Pang, T. J. Teo, Integrated Servo-Mechanical Design of a Fine Stage for a Coarse/Fine Dual-Stage Positioning System, IEEE/ASME Transactions on Mechatronics, 2015

  29. T. J. Teo, H. Zhu, C. K. Pang, Modeling of a Two Degrees-of-Freedom Moving Magnet Linear Motor for Magnetically Levitated Positioners, IEEE Transactions on Magnetics, 2014

Conference Papers

  1. H. Guo, H. Zhu*, J. Wang, P. Vadakkepat, W. K. Ho, T. H. Lee, Enhancing Multivariate Time-Series Domain Adaptation via Contrastive Frequency Graph Discovery and Language-Guided Adversary Alignment, The Thirty-Ninth AAAI Conference on Artificial Intelligence (AAAI), 2025

  2. S. Liu, T. J. Teo, Z. Lin, H. Zhu*, RelationGrasp: Object-Oriented Prompt Learning for Simultaneously Grasp Detection and Manipulation Relationship in Open Vocabulary, IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2024

  3. W. Wang, H. Zhu*, M. H. Ang, GraspContrast: Self-supervised Contrastive Learning with False Negative Elimination for 6-DoF Grasp Detection, IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2024

  4. S. Liu, Z. Lei, H. Zhu*, J. Ma, Z. Lin, SegmentAnything-Based Approach to Scene Understanding and Grasp Generation, International Conference on Social Robotics (ICSR), 2024

  5. H. Liu, J. Tan, Y. Cheng, Y. Chen, H. Zhu, M. H. Ang, Solving Challenging Tasks with Manipulation Policy with Limited Demonstrations, 2024 IEEE International Conference on Advanced Intelligent Mechatronics (AIM), 2024

  6. J. Karhade, H. Zhu*, K.-S. Chung, R. K. Tripathy, W. Lin, M. H. Ang, Multi-Frequency-Aware Patch Adversarial Learning for Neural Point Cloud Rendering, IEEE International Conference on Advanced Intelligent Mechatronics (AIM), 2024

  7. A. Cheng, Z. Yang, H. Zhu, K. Mao, GAM-Depth: Self-Supervised Indoor Depth Estimation Leveraging a Gradient-Aware Mask and Semantic Constraints, IEEE International Conference on Robotics and Automation (ICRA), 2024

  8. J. Wang, H. Zhu*, H. Guo, A. Al Mamun, C. W. De Silva, T. H. Lee, Few-Shot Point Cloud Semantic Segmentation for CAM-CAD via Feature Enhancement and Efficient Dual Attention, Annual Conference of the IEEE Industrial Electronics Society (IECON), 2023

  9. J. Wang, H. Zhu*, H. Guo, A. Al Mamun, C. W. De Silva, T. H. Lee, Few-Shot Point Cloud Semantic Segmentation for CAM-CAD via Feature Enhancement and Efficient Dual Attention, Annual Conference of the IEEE Industrial Electronics Society (IECON), 2023

  10. H. Guo, H. Zhu*, J. Wang, V. Prahlad, W.K. Ho, C. W. de Silva, T. H. Lee, Lightweight Compressed Temporal and Compressed Spatial Attention with Augmentation Fusion in Remaining Useful Life Prediction, Annual Conference of the IEEE Industrial Electronics Society (IECON), 2023

  11. J. Wang, H. Zhu*, H. Guo, A. Al Mamun, C. Xiang, T. H. Lee, Few-shot point cloud semantic segmentation via contrastive self-supervision and multi-resolution attention, IEEE International Conference on Robotics and Automation (ICRA), 2023

  12. J. Wang, H. Zhu*, H. Guo, A. Al Mamun, P. Vadakkepat, T. H. Lee, CAM-CAD Point Cloud Part Segmentation via Few-Shot Learning, IEEE 20th International Conference on Industrial Informatics (INDIN), 2022

  13. H. Guo, H. Zhu*, J. Wang, P. Vadakkcpat, W. K. Ho, T. H. Lee, Masked Self-Supervision for Remaining Useful Lifetime Prediction in Machine Tools, IEEE 20th International Conference on Industrial Informatics (INDIN), 2022

  14. Y. Li, H. Zhu*, S. Tian, F. Feng, J. Ma, C. S. Teo, C. Xiang, P. Vadakkepat, T. H. Lee, Incremental Few-Shot Object Detection for Robotics, IEEE Conference on Robotics and Automation (ICRA), 2022

  15. Y. Li, H. Zhu*, Y. Cheng, W. Wang, C. S. Teo, C. Xiang, P. Vadakkepat, T. H. Lee, Few-Shot Object Detection via Classification Refinement and Distractor Retreatment, IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2021

  16. H. Zhu, Y. Li, F. Bai, W. Chen, X. Li, J. Ma, C. S. Teo, P. Y. Tao, W. Lin, Grasping Detection Network with Uncertainty Estimation for Confidence-Driven Semi-Supervised Domain Adaptation, International Conference on Intelligent Robots and Systems (IROS), 2020

  17. X. Li, H. Zhu*, J. Ma, T. J. Teo, C. S. Teo, M Tomizuka, T. H. Lee, Learning-Based Controller Optimization for Repetitive Robotic Tasks, International Conference on Intelligent Robots and Systems (IROS), 2020

  18. S. Zhang, X. He*, H. Zhu, Y. Feng, Q. Chen, Z. Zhu, X. Li, Adaptive SMC-based Trajectory Tracking Control of Underactuated Overhead Cranes, 2020 IEEE 9th Data Driven Control and Learning Systems Conference (DDCLS), 2020

  19. W. Wang, J. Ma*, X. Li, H. Zhu, C. S. Teo, T. H. Lee, Iterative Super-Twisting Sliding Mode Control: A Case Study on Tray Indexing, IEEE/ASME International Conference on Advanced Intelligent Mechatronics (AIM), 2020

  20. H. Zhu, X. Li, W Chen, C Zhang, Flexure-Based Variable Stiffness Gripper for Large-Scale Grasping Force Regulation with Vision, International Conference on Intelligent Robotics and Applications, 2019

  21. D. Liu, W. Liang, H. Zhu, C. S. Teo, K. K. Tan, Development of a Distributed Bernoulli Gripper for Ultra-Thin Wafer Handling, IEEE International Conference on Advanced Intelligent Mechatronics (AIM), 2017

  22. H. Zhu, T. J. Teo, C. K. Pang, W Liang, Integrated Design of a Secondary Stage for Magnetically Levitated Dual-Stage Positioning System, IEEE International Conference on Advanced Intelligent Mechatronics (AIM), 2017

  23. H. Zhu, C. K. Pang, T. L. Law, T. J. Teo, Design and Control of a Six Degrees-of-Freedom Magnetically Levitated Positioning System, IFAC-PapersOnLine, 2016

  24. H. Zhu, T. J. Teo, C. K. Pang, Analysis of Force Harmonics and Eddy Current Damping for 2 DOF Moving Magnet Linear Motor, Annual Conference of the IEEE Industrial Electronics Society (IECON), 2015

  25. H. Zhu, C. K. Pang, T. J. Teo, L. T. Marek, Modeling and Design of a Size and Mass Reduced Magnetically Levitated Planar Positioner, Annual Conference of the IEEE Industrial Electronics Society (IECON), 2014

  26. H. Zhu, T. J. Teo, C. K. Pang, Conceptual Design and Modeling of a Six Degrees-Of-Freedom Unlimited Stroke Magnetically Levitated Positioner, IEEE/ASME International Conference on Advanced Intelligent Mechatronics (AIM), 2014