Sensorless contact forces estimation for robotic manipulators using dual-stage temporal-residual neural network compensation

31 Dec 2026·
Yi Zhou
Yi Zhou
Yim Ho Cheung
Yim Ho Cheung
Shuai Liu
Shuai Liu
Fu Chung Law
Fu Chung Law
Yu Shi
Yu Shi
,
L. Han
Molong Duan
Molong Duan
· 1 min read
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Type
Publication
Control Engineering Practice
publications

Zhou, Y., Cheung, Y.H., Liu, S., Law, F.C., Shi, Y., Han, L., Duan, M.*, 2026, “Sensorless contact forces estimation for robotic manipulators using dual-stage temporal-residual neural network compensation,” Control Engineering Practice, 176, 107140.

Yi Zhou
Authors
PhD Student
Robot modeling and control
Yim Ho Cheung
Authors
MPhil Student
Robot modeling and control
Shuai Liu
Authors
PhD Student
Vibration compensation in additive manufacturing; Cable-driven parallel robots
Fu Chung Law
Authors
MPhil Student
Visual grasping; Computer vision
Yu Shi
Authors
Postdoctoral Fellow
Robust control; Reinforcement learning; Robotic locomotion and manipulation
Molong Duan
Authors
Assistant Professor
Molong Duan leads the Manufacturing and Aerospace Automation Lab at HKUST. His research spans dynamic-system modeling and control, robotic and additive manufacturing, continuous-fiber composites, flexible aircraft, and VTOL control.