A review on sensory perception for dexterous robotic manipulation

IF 2.3 4区 计算机科学 Q2 Computer Science
Ziwei Xia, Zhen Deng, Bin Fang, Yiyong Yang, Fuchun Sun
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引用次数: 20

Abstract

Sensory perception for dexterous robotic hands is an active research area and recent progress in robotics. Effective dexterous manipulation requires robotic hands to accurately feedback their state or perceive the surrounding environment. This article reviews the state-of-the-art of sensory perception for dexterous robotic manipulation. Two types of sensors, such as intrinsic and extrinsic sensors, are introduced according to their function and layout in robotic hands. These sensors provide rich information to a robotic hand, which contains the posture, the contact information of objects, and the physical information of the environment. Then, a comprehensive analysis of perception methods including planning-level, control-level, and learning-level perceptions is presented. The information obtained from sensory perception can help robotic hands to make decisions effectively. Previously issued reviews mainly focus on the design of tactile senor, while we analyze and discuss the relationship among sensing, perception, and dexterous manipulation. Some potential research topics on sensory perception are also summarized and discussed.
机器人灵巧操作的感官知觉研究进展
灵巧机械手的感官感知是机器人技术的一个活跃研究领域和最新进展。有效的灵巧操作要求机器人手能够准确地反馈其状态或感知周围环境。本文综述了机器人灵巧操作的感官知觉研究进展。根据传感器在机械人手中的作用和布局,介绍了内禀传感器和外禀传感器两种类型。这些传感器为机器人手提供丰富的信息,包括姿势、物体的接触信息和环境的物理信息。然后,综合分析了包括计划级、控制级和学习级感知在内的感知方法。从感官感知中获得的信息可以帮助机械手有效地做出决策。以往的综述主要集中在触觉传感器的设计上,而我们分析和讨论了传感、感知和灵巧操作之间的关系。最后对感官知觉领域的一些潜在研究课题进行了总结和讨论。
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
CiteScore
6.50
自引率
0.00%
发文量
65
审稿时长
6 months
期刊介绍: International Journal of Advanced Robotic Systems (IJARS) is a JCR ranked, peer-reviewed open access journal covering the full spectrum of robotics research. The journal is addressed to both practicing professionals and researchers in the field of robotics and its specialty areas. IJARS features fourteen topic areas each headed by a Topic Editor-in-Chief, integrating all aspects of research in robotics under the journal''s domain.
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