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cs.RO2026
Model-Free Co-Optimization of Manufacturable Sensor Layouts and Deformation Proprioception
Yingjun Tian, Guoxin Fang, Aoran Lyu +5
Flexible sensors are increasingly employed in soft robotics and wearable devices to provide proprioception of freeform deformations.Although supervised learning can train shape pre…
cs.RO2026
Correspondence-Free, Function-Based Sim-to-Real Learning for Deformable Surface Control
Yingjun Tian, Guoxin Fang, Renbo Su +6
This paper presents a correspondence-free, function-based sim-to-real learning method for controlling deformable freeform surfaces. Unlike traditional sim-to-real transfer methods…
cs.RO2024
Function based sim-to-real learning for shape control of deformable free-form surfaces
Yingjun Tian, Guoxin Fang, Renbo Su +4
For the shape control of deformable free-form surfaces, simulation plays a crucial role in establishing the mapping between the actuation parameters and the deformed shapes. The di…