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author:

Wei, Xiang (Wei, Xiang.) [1] | Sun, Fuchun (Sun, Fuchun.) [2] | Yu, Yuanlong (Yu, Yuanlong.) [3] (Scholars:于元隆) | Liu, Chunfang (Liu, Chunfang.) [4] | Fang, Bin (Fang, Bin.) [5] | Jing, Mingxuan (Jing, Mingxuan.) [6]

Indexed by:

CPCI-S

Abstract:

It is an effective way for the robots to learn operation skills from the humans. In this paper, we realize a skill learning system based on a teleportation system for transferring the human experience to the robot. Firstly, the robotic teleoperation system with a wearable device is developed by controlling the motor speed directly. This system greatly reduces the time delay by comparing with the way that controlling with point position. Then, a rotation invariant dynamical movement primitive method is presented for learning the operation skills. Finally, the effectiveness of the proposed human experience learning system is evaluated by experiments on a Baxter robot. The human-robot interaction experiment shows the validity of the presented robotic skill learning system.

Keyword:

imitation learning skill learning teleoperation system

Community:

  • [ 1 ] [Wei, Xiang]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou 350116, Peoples R China
  • [ 2 ] [Sun, Fuchun]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou 350116, Peoples R China
  • [ 3 ] [Yu, Yuanlong]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou 350116, Peoples R China
  • [ 4 ] [Sun, Fuchun]Tsinghua Univ, Dept Comp Sci & Technol, Tsinghua Natl Lab Informat Sci & Technol, State Key Lab Intelligence & Technol, Beijing 100084, Peoples R China
  • [ 5 ] [Liu, Chunfang]Tsinghua Univ, Dept Comp Sci & Technol, Tsinghua Natl Lab Informat Sci & Technol, State Key Lab Intelligence & Technol, Beijing 100084, Peoples R China
  • [ 6 ] [Fang, Bin]Tsinghua Univ, Dept Comp Sci & Technol, Tsinghua Natl Lab Informat Sci & Technol, State Key Lab Intelligence & Technol, Beijing 100084, Peoples R China
  • [ 7 ] [Jing, Mingxuan]Tsinghua Univ, Dept Comp Sci & Technol, Tsinghua Natl Lab Informat Sci & Technol, State Key Lab Intelligence & Technol, Beijing 100084, Peoples R China

Reprint 's Address:

  • 孙富春

    [Sun, Fuchun]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou 350116, Peoples R China;;[Sun, Fuchun]Tsinghua Univ, Dept Comp Sci & Technol, Tsinghua Natl Lab Informat Sci & Technol, State Key Lab Intelligence & Technol, Beijing 100084, Peoples R China

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Source :

2017 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND BIOMIMETICS (IEEE ROBIO 2017)

Year: 2017

Page: 756-761

Language: English

Cited Count:

WoS CC Cited Count: 3

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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