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author:

Deng, Zhen (Deng, Zhen.) [1] | Jonetzko, Yannick (Jonetzko, Yannick.) [2] | Zhang, Liwei (Zhang, Liwei.) [3] | Zhang, Jianwei (Zhang, Jianwei.) [4]

Indexed by:

EI

Abstract:

Grasping force control is important for multi-fingered robotic hands to stabilize the grasped object. Humans are able to adjust their grasping force and react quickly to instabilities through tactile sensing. However, grasping force control through tactile sensing with robotic hands is still relatively unexplored. In this paper, we make use of tactile sensing for multi-fingered robot hands to adjust the grasping force to stabilize unknown objects without prior knowledge of their shape or physical properties. In particular, an online detection module based on Deep Neural Network (DNN) is designed to detect contact events and object material simultaneously from tactile data. In addition, a force estimation method based on Gaussian Mixture Model (GMM) is proposed to compute the contact information (i.e., contact force and contact location) from tactile data. According to the results of tactile sensing, an object stabilization controller is then employed for a robotic hand to adjust the contact configuration for object stabilization. The spatio-temporal property of tactile data is exploited during tactile sensing. Finally, the effectiveness of the proposed framework is evaluated in a real-world experiment with a five-fingered Shadow Dexterous Hand equipped with BioTac sensors. © 2020 by the authors. Licensee MDPI, Basel, Switzerland.

Keyword:

Deep neural networks Force control Gaussian distribution Object detection Robotic arms Robotics Stabilization

Community:

  • [ 1 ] [Deng, Zhen]School of Mechanical Engineering and Automation, Fuzhou University, Fujian; 350108, China
  • [ 2 ] [Deng, Zhen]TAMS, Department of Informatics, University of Hamburg, Hamburg; D-22527, Germany
  • [ 3 ] [Jonetzko, Yannick]TAMS, Department of Informatics, University of Hamburg, Hamburg; D-22527, Germany
  • [ 4 ] [Zhang, Liwei]School of Mechanical Engineering and Automation, Fuzhou University, Fujian; 350108, China
  • [ 5 ] [Zhang, Liwei]TAMS, Department of Informatics, University of Hamburg, Hamburg; D-22527, Germany
  • [ 6 ] [Zhang, Jianwei]TAMS, Department of Informatics, University of Hamburg, Hamburg; D-22527, Germany

Reprint 's Address:

  • [zhang, liwei]school of mechanical engineering and automation, fuzhou university, fujian; 350108, china;;[zhang, liwei]tams, department of informatics, university of hamburg, hamburg; d-22527, germany

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Source :

Sensors (Switzerland)

ISSN: 1424-8220

Year: 2020

Issue: 4

Volume: 20

3 . 0 3 1

JCR@2018

CAS Journal Grade:2

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 0

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