Sensors;
Grippers;
Object recognition;
Cameras;
Task analysis;
Fingers;
Topology;
Object detection;
segmentation and categorization;
perception for grasping and manipulation;
manipulation planning;
GRASP;
D O I:
10.1109/LRA.2023.3264166
中图分类号:
TP24 [机器人技术];
学科分类号:
080202 ;
1405 ;
摘要:
This letter presents a novel approach to object recognition using a reconfigurable gripper with multiple time-of-flight (ToF) sensors attached to the fingers and palm, introducing the concept of noncontact tactile perception. This approach aims to promote aproprioceptive sense in the gripper workspace, allowing object prediction in manipulation tasks. The Hybrid-Active (H-A) gripper can adapt its topology to achieve different object reading points to generate a reliable object estimation. Non-contact tactile perception uses ToF sensors and gripper reconfiguration degrees-of-freedom for 3D perception and surface estimation of the pick-up object. This method is based on five ToF sensors in the palm that identify the distance and adjust the gripper to the center of the object through its capability to manage the manipulator. The H-A gripper also has twelve sensors distributed over its three fingers: four sensors on each finger, two on the distal phalanx, and two on the middle phalanx. Fingers have a rotational mobility of 180 degrees, allowing the sensing of all faces of the object at different angles for the three-dimensional reconstruction. The proposed approach was evaluated in four experiments that analyzed the influence of resolution, object complexity, finger tilt, and angular sampling over 13 objects with different complexities. The experimentation set allows the overall evaluation of non-contact tactile perception and the specification of its performance parameters.
机构:
Univ Chinese Acad Sci, Sch Elect Elect & Commun Engn, Beijing 101408, Peoples R ChinaUniv Chinese Acad Sci, Sch Elect Elect & Commun Engn, Beijing 101408, Peoples R China
Tong, Yonggang
Huang, Zhipei
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机构:
Univ Chinese Acad Sci, Sch Elect Elect & Commun Engn, Beijing 101408, Peoples R ChinaUniv Chinese Acad Sci, Sch Elect Elect & Commun Engn, Beijing 101408, Peoples R China
Huang, Zhipei
Qiu, Feng
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机构:
Peoples Liberat Army Gen Hosp, Med Ctr 1, Sr Dept Neurol, Beijing 100853, Peoples R ChinaUniv Chinese Acad Sci, Sch Elect Elect & Commun Engn, Beijing 101408, Peoples R China
Qiu, Feng
Wang, Tao
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机构:
Univ Chinese Acad Sci, Sch Elect Elect & Commun Engn, Beijing 101408, Peoples R ChinaUniv Chinese Acad Sci, Sch Elect Elect & Commun Engn, Beijing 101408, Peoples R China
Wang, Tao
Wang, Yiquan
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Univ Chinese Acad Sci, Sch Elect Elect & Commun Engn, Beijing 101408, Peoples R ChinaUniv Chinese Acad Sci, Sch Elect Elect & Commun Engn, Beijing 101408, Peoples R China
Wang, Yiquan
Qin, Fei
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Univ Chinese Acad Sci, Sch Elect Elect & Commun Engn, Beijing 101408, Peoples R ChinaUniv Chinese Acad Sci, Sch Elect Elect & Commun Engn, Beijing 101408, Peoples R China
Qin, Fei
Yin, Ming
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机构:
Peoples Liberat Army Gen Hosp, Med Ctr 2, Beijing 100853, Peoples R China
Peoples Liberat Army Gen Hosp, Natl Clin Res Ctr Geriatr Dis, Beijing 100853, Peoples R ChinaUniv Chinese Acad Sci, Sch Elect Elect & Commun Engn, Beijing 101408, Peoples R China