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20242026
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6 papers · 1 filter

cs.RO2026

Dynamic Modeling and Robust Gait Optimization of a Compliant Worm Robot

Xinyu Zhou, Yu Mei, Faith Thomson +3

Worm-inspired robots provide an effective locomotion strategy for constrained environments by combining cyclic body deformation with alternating anchoring. For compliant robots, ho…

cs.RO2025

AFT: Appearance-Based Feature Tracking for Markerless and Training-Free Shape Reconstruction of Soft Robots

Shangyuan Yuan, Preston Fairchild, Yu Mei +2

Accurate shape reconstruction is essential for precise control and reliable operation of soft robots. Compared to sensor-based approaches, vision-based methods offer advantages in…

cs.RO2025

Fast Online Adaptive Neural MPC via Meta-Learning

Yu Mei, Xinyu Zhou, Shuyang Yu +2

Data-driven model predictive control (MPC) has demonstrated significant potential for improving robot control performance in the presence of model uncertainties. However, existing…

cs.RO2025

Velocity-Form Data-Enabled Predictive Control of Soft Robots under Unknown External Payloads

Huanqing Wang, Kaixiang Zhang, Kyungjoon Lee +5

Data-driven control methods such as data-enabled predictive control (DeePC) have shown strong potential in efficient control of soft robots without explicit parametric models. Howe…

cs.RO2025

Learning-Based Modeling of Soft Actuators Using Euler Spiral-Inspired Curvature

Yu Mei, Shangyuan Yuan, Xinda Qi +2

Soft robots, distinguished by their inherent compliance and continuum structures, present unique modeling challenges, especially when subjected to significant external loads such a…

cs.RO2024

Design and Nonlinear Modeling of a Modular Cable Driven Soft Robotic Arm

Xinda Qi, Yu Mei, Dong Chen +2

We propose a novel multi-section cable-driven soft robotic arm inspired by octopus tentacles along with a new modeling approach. Each section of the modular manipulator is made of…