High Resolution, Large Area Vision-Based Tactile Sensing Based on a Novel Piezoluminescent Skin

IF 9.4 1区 计算机科学 Q1 ROBOTICS
Ruxiang Jiang;Lanhui Fu;Yanan Li;Hareesh Godaba
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Abstract

The ability to precisely perceive external physical interactions would enable robots to interact effectively with the environment and humans. While vision-based tactile sensing has improved robotic grippers, it is challenging to realize high resolution vision-based tactile sensing in robot arms due to presence of curved surfaces, difficulty in uniform illumination, and large distance of sensing area from the cameras. In this article, we propose a novel piezoluminescent skin that transduces external applied pressures into changes in light intensity on the other side for viewing by a camera for pressure estimation. By engineering elastomer layers with specific optical properties and integrating a flexible electroluminescent panel as a light source, we develop a compact tactile sensing layer that resolves the layout issues in curved surfaces. We achieved multipoint pressure estimation over an expansive area of 502 cm2 with high spatial resolution, a two-point discrimination distance of 3 mm horizontally and 5 mm vertically which is comparable to that of human fingers as well as a high localization accuracy (RMSE of 1.92 mm). These promising attributes make this tactile sensing technique suitable for use in robot arms and other applications requiring high resolution tactile information over a large area.
基于新型压电发光皮肤的高分辨率、大面积视觉触觉传感
精确感知外部物理交互的能力将使机器人能够有效地与环境和人类互动。虽然基于视觉的触觉传感技术改善了机器人抓取器的性能,但由于机器人手臂存在曲面、光照不均匀、感知区域距离摄像机较远等问题,难以实现高分辨率的基于视觉的触觉传感。在这篇文章中,我们提出了一种新的压电发光皮肤,它将外部施加的压力转换为另一侧的光强变化,以便通过摄像机进行压力估计。通过设计具有特定光学特性的弹性体层,并集成柔性电致发光面板作为光源,我们开发了一种紧凑的触觉传感层,解决了曲面上的布局问题。我们在502 cm2的广阔区域内实现了高空间分辨率的多点压力估计,两个点的水平分辨距离为3 mm,垂直分辨距离为5 mm,与人类手指相当,定位精度高(RMSE为1.92 mm)。这些有前途的属性使这种触觉传感技术适用于机器人手臂和其他需要大面积高分辨率触觉信息的应用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
IEEE Transactions on Robotics
IEEE Transactions on Robotics 工程技术-机器人学
CiteScore
14.90
自引率
5.10%
发文量
259
审稿时长
6.0 months
期刊介绍: The IEEE Transactions on Robotics (T-RO) is dedicated to publishing fundamental papers covering all facets of robotics, drawing on interdisciplinary approaches from computer science, control systems, electrical engineering, mathematics, mechanical engineering, and beyond. From industrial applications to service and personal assistants, surgical operations to space, underwater, and remote exploration, robots and intelligent machines play pivotal roles across various domains, including entertainment, safety, search and rescue, military applications, agriculture, and intelligent vehicles. Special emphasis is placed on intelligent machines and systems designed for unstructured environments, where a significant portion of the environment remains unknown and beyond direct sensing or control.
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