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Multi-target detection and grasping control for humanoid robot NAO
Zhang, Lei1; Zhang, Huayan1; Yang, Hanting1; Bian, Gui-Bin2; Wu, Wanqing3
发表期刊INTERNATIONAL JOURNAL OF ADAPTIVE CONTROL AND SIGNAL PROCESSING
ISSN0890-6327
2019-07-01
卷号33期号:7页码:1225-1237
通讯作者Bian, Gui-Bin(guibin.bian@ia.ac.cn)
摘要Graspirng objects is an important capability for humanoid robots. Due to complexity of environmental and diversity of objects, it is difficult for the robot to accurately recognize and grasp multiple objects. In response to this problem, we propose a robotic grasping method that uses the deep learning method You Only Look Once v3 for multi-target detection and the auxiliary signs to obtain target location. The method can control the movement of the robot and plan the grasping trajectory based on visual feedback information. It is verified by experiments that this method can make the humanoid robot NAO grasp the object effectively, and the success rate of grasping can reach 80% in the experimental environment.
关键词grasping method humanoid robot multi-target detection YOLOv3
DOI10.1002/acs.3031
收录类别SCI
语种英语
资助项目National Natural Science Foundation of China[61473027] ; Beijing Key Laboratory of Robot Bionics and Function Research[BZ0337] ; Beijing Advanced Innovation Center for Intelligent Robots and Systems ; Beijing Advanced Innovation Center for Future Visual Entertainment ; Youth Innovation Promotion Association of the Chinese Academy of Sciences[2018165] ; National Natural Science Foundation of China[61473027] ; Beijing Key Laboratory of Robot Bionics and Function Research[BZ0337] ; Beijing Advanced Innovation Center for Intelligent Robots and Systems ; Beijing Advanced Innovation Center for Future Visual Entertainment ; Youth Innovation Promotion Association of the Chinese Academy of Sciences[2018165]
项目资助者National Natural Science Foundation of China ; Beijing Key Laboratory of Robot Bionics and Function Research ; Beijing Advanced Innovation Center for Intelligent Robots and Systems ; Beijing Advanced Innovation Center for Future Visual Entertainment ; Youth Innovation Promotion Association of the Chinese Academy of Sciences
WOS研究方向Automation & Control Systems ; Engineering
WOS类目Automation & Control Systems ; Engineering, Electrical & Electronic
WOS记录号WOS:000474484500012
出版者WILEY
七大方向——子方向分类智能机器人
引用统计
被引频次:3[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/26886
专题复杂系统认知与决策实验室_先进机器人
通讯作者Bian, Gui-Bin
作者单位1.Beijing Univ Civil Engn & Architecture, Beijing Key Lab Robot Bion & Funct Res, Beijing, Peoples R China
2.Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China
3.Shenzhen Inst Adv Technol, CAS Key Lab Human Machine Intelligence Synergy Sy, Shenzhen, Peoples R China
通讯作者单位中国科学院自动化研究所
推荐引用方式
GB/T 7714
Zhang, Lei,Zhang, Huayan,Yang, Hanting,et al. Multi-target detection and grasping control for humanoid robot NAO[J]. INTERNATIONAL JOURNAL OF ADAPTIVE CONTROL AND SIGNAL PROCESSING,2019,33(7):1225-1237.
APA Zhang, Lei,Zhang, Huayan,Yang, Hanting,Bian, Gui-Bin,&Wu, Wanqing.(2019).Multi-target detection and grasping control for humanoid robot NAO.INTERNATIONAL JOURNAL OF ADAPTIVE CONTROL AND SIGNAL PROCESSING,33(7),1225-1237.
MLA Zhang, Lei,et al."Multi-target detection and grasping control for humanoid robot NAO".INTERNATIONAL JOURNAL OF ADAPTIVE CONTROL AND SIGNAL PROCESSING 33.7(2019):1225-1237.
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