Gesture-Controlled Robotic Arm for Small Assembly Lines

被引:1
作者
Angelidis, Georgios [1 ]
Bampis, Loukas [1 ]
机构
[1] Democritus Univ Thrace, Dept Elect & Comp Engn, Xanthi 67100, Greece
关键词
robotic arm; gesture controlled; RGB-D sensors; machine learning; hand joints detection; ROS;
D O I
10.3390/machines13030182
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this study, we present a gesture-controlled robotic arm system for small assembly lines. Robotic arms are extensively used in industrial applications; however, they typically require special treatment and qualified personnel to set up and operate them. Towards this end, hand gestures can provide a natural way for human-robot interaction, providing a straightforward means for control without the need for significant training of the operators. Our goal is to develop a safe, low-cost, and user-friendly system for environments that often involve non-repetitive and custom automation processes, such as in small factory setups. Our system estimates the 3D position of the user's joints in real time with the help of AI and real-world data provided by an RGB-D camera. Then, joint coordinates are translated into the robotic arm's desired poses in a simulated environment (ROS), thus achieving gesture control. Through the experiments we conducted, we show that the system provides the performance required to control a robotic arm effectively and efficiently.
引用
收藏
页数:15
相关论文
共 57 条
[21]  
Humayun M, 2021, INT J ADV COMPUT SC, V12, P605
[22]   Deep Learning in Robotics: Survey on Model Structures and Training Strategies [J].
Karoly, Artur Istvan ;
Galambos, Peter ;
Kuti, Jozsef ;
Rudas, Imre J. .
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2021, 51 (01) :266-279
[23]  
Kasar M., 2024, Aust. J. Electr. Electron. Eng, V21, P258, DOI [10.1080/1448837X.2024.2313818, DOI 10.1080/1448837X.2024.2313818]
[24]  
Kavana K., 2022, Int. Res. J. Mod. Eng. Technol. Sci, V4, P4149
[25]  
Khajone S.A., 2015, Int. J. Innov. Res. Comput. Commun. Eng, V3, P375, DOI [10.15680/ijircce.2015.0301031, DOI 10.15680/IJIRCCE.2015.0301031]
[26]   A practical approach for automated polishing system of free-form surface path generation based on industrial arm robot [J].
Kharidege, Ahmed ;
Ting, Du ;
Yajun, Zhang .
INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2017, 93 (9-12) :3921-3934
[27]   Human Pose Estimation Using MediaPipe Pose and Optimization Method Based on a Humanoid Model [J].
Kim, Jong-Wook ;
Choi, Jin-Young ;
Ha, Eun-Ju ;
Choi, Jae-Ho .
APPLIED SCIENCES-BASEL, 2023, 13 (04)
[28]  
Krotov A.S., 2024, P 2024 C YOUNG RES E
[29]   Dual arm robot for flexible and cooperative assembly [J].
Krueger, J. ;
Schreck, G. ;
Surdilovic, D. .
CIRP ANNALS-MANUFACTURING TECHNOLOGY, 2011, 60 (01) :5-8
[30]   Intelligent Manufacturing From the Perspective of Industry 5.0: Application Review and Prospects [J].
Lei, Ziang ;
Shi, Jianhua ;
Luo, Ziren ;
Cheng, Minghao ;
Wan, Jiafu .
IEEE ACCESS, 2024, 12 :167436-167451