稳健性(进化)
计算机科学
灵敏度(控制系统)
计算机视觉
人工智能
触觉传感器
工程类
电子工程
生物化学
机器人
基因
化学
作者
Lunwei Zhang,Tiemin Li,Yao Jiang
出处
期刊:IEEE robotics and automation letters
日期:2023-01-09
卷期号:8 (2): 1109-1116
被引量:25
标识
DOI:10.1109/lra.2023.3235679
摘要
The force feedback of vision-based tactile sensors is always expected to be accurate and robust. This work focuses on indicating and lessening the limitation of the structure of the vision-based tactile sensor's elastic body on the distributed force reconstruction performance. The conflict between the accuracy and the robustness of the reconstructed force and the limitation of the elastic body's structure on the accuracy and robustness are discussed based on a general force measurement model of vision-based tactile sensors. Aiming to improve the force reconstruction performance by optimizing the elastic body, we propose a quantitative sensitivity index to evaluate and compare the performance of the elastic body. Under the guidance of the proposed sensitivity index, the methods and principles of optimizing the structure are explored. Finally, the applications of the methods and principles in optimizing the elastic body of two representative vision-based tactile sensors, Tac3D and GelSight, are carried out and significantly improve their force reconstruction performance.
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