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Collaborative Pushing and Grasping of Tightly Stacked Objects via Deep Reinforcement Learning

Yuxiang Yang Zhihao Ni Mingyu Gao Jing Zhang Dacheng Tao

自动化学报(英文版)2022,Vol.9Issue(1):135-145,11.
自动化学报(英文版)2022,Vol.9Issue(1):135-145,11.

Collaborative Pushing and Grasping of Tightly Stacked Objects via Deep Reinforcement Learning

Collaborative Pushing and Grasping of Tightly Stacked Objects via Deep Reinforcement Learning

Yuxiang Yang 1Zhihao Ni 2Mingyu Gao 1Jing Zhang 2Dacheng Tao1

作者信息

  • 1. School of Electronics and Information,Hangzhou Dianzi University,Hangzhou
  • 2. Zhejiang Provincial Key Laboratory of Equipment Electronics,Hangzhou 310018,China
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摘要

关键词

Convolutional neural network/deep Q-learning (DQN)/reward function/robotic grasping/robotic pushing

Key words

Convolutional neural network/deep Q-learning (DQN)/reward function/robotic grasping/robotic pushing

引用本文复制引用

Yuxiang Yang,Zhihao Ni,Mingyu Gao,Jing Zhang,Dacheng Tao..Collaborative Pushing and Grasping of Tightly Stacked Objects via Deep Reinforcement Learning[J].自动化学报(英文版),2022,9(1):135-145,11.

基金项目

This work was supported by the National Natural Science Foundation of China(61873077,61806062),Zhejiang Provincial Major Research and Development Project of China(2020C01110),and Zhejiang Provincial Key Laboratory of Equipment Electronics. (61873077,61806062)

自动化学报(英文版)

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2329-9266

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