학술논문
A Compact Visuo-Tactile Robotic Skin for Micron-Level Tactile Perception
Document Type
Periodical
Source
IEEE Sensors Journal IEEE Sensors J. Sensors Journal, IEEE. 24(9):15273-15282 May, 2024
Subject
Language
ISSN
1530-437X
1558-1748
2379-9153
1558-1748
2379-9153
Abstract
Visuo-tactile skins (VTSs) are classified into coated-type, marker-type, and thermochromic-type. Coating wear resistance and spatial resolution are central issues for the coated-type VTS. This article proposes a wire-drawing process applied to the VTS to enhance the coating robustness. The wire-drawing coating has more stable mechanical properties, including high adhesion, adaptive deformation, and rupture resistance. Under different degrees of deformation, it can remain continuous and undamaged. In addition, the wire-drawing coating has a nanoscale particle distribution, whose microstructures are similar to the spraying coating to provide micron-scale spatial resolution. Via the wear resistance test, the wire-drawing coating has higher wear resistance than the spraying coating. Further, the VTS combined with a multitask learning model can identify textures and clothing properties of 18 different fabrics with more than 98% recognition accuracy. The results show that the VTS using the new process can provide highly learnable tactile data.