Neural Network-Based Kinetic Parameter Identification for a Wheel-legged Robot

被引:0
作者
Chen, Shouyan [1 ]
Lu, Sifan [1 ]
Wang, Can [1 ]
Chen, Xiaoqun [1 ]
机构
[1] Guangzhou Univ, Sch Mech & Elect Engn, Guangzhou, Guangdong, Peoples R China
来源
2024 10TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING, CONTROL AND ROBOTICS, EECR 2024 | 2024年
关键词
wheel-legged robot; neural network; parameter identification;
D O I
10.1109/EECR60807.2024.10607315
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
This paper proposes a neural network-based parameter identification approach to compensate for the modeling errors of the wheel-legged robot. The dynamic model of the wheel-legged robot is established based on the wheel combined variable-length inverted pendulum model. Then, backpropagation neural network is used to identify the dynamic parameters of the wheel-legged robot. Finally, contrast experiments are conducted to verified performance of the proposed approach. Experimental results show that the proposed approach can enhanced the performance of wheeled-legged robot LQR control.
引用
收藏
页码:86 / 91
页数:6
相关论文
共 9 条
[1]  
Fu X., 2017, Mechatronics, V23
[2]  
Ji S., 2022, Development of robot system and model predictive control for wheeled bipedal robots
[3]  
Jiachen Li, 2019, 2019 IEEE International Conference on Mechatronics and Automation (ICMA), P2481, DOI 10.1109/ICMA.2019.8816261
[4]   LQR-Assisted Whole-Body Control of a Wheeled Bipedal Robot With Kinematic Loops [J].
Klemm, Victor ;
Morra, Alessandro ;
Gulich, Lionel ;
Mannhart, Dominik ;
Rohr, David ;
Kamel, Mina ;
de Viragh, Yvain ;
Siegwart, Roland .
IEEE ROBOTICS AND AUTOMATION LETTERS, 2020, 5 (02) :3745-3752
[5]   Stable robot manipulator parameter identification: A closed-loop input error approach [J].
Perrusquia, Adolfo ;
Garrido, Ruben ;
Yu, Wen .
AUTOMATICA, 2022, 141
[6]   A NOVEL CONFIGURATION OF TWO-WHEELED SELF-BALANCING ROBOT [J].
Qian, Qingwen ;
Wu, Junfeng ;
Wang, Zhe .
TEHNICKI VJESNIK-TECHNICAL GAZETTE, 2017, 24 (02) :459-464
[7]  
Shao X., 2021, Research on identification and compensation of dynamic parameters of multi-DoF series manipulator based on deep learning
[8]   Balance Control of a Novel Wheel-legged Robot: Design and Experiments [J].
Wang, Shuai ;
Cui, Leilei ;
Zhang, Jingfan ;
Lai, Jie ;
Zhang, Dongsheng ;
Chen, Ke ;
Zheng, Yu ;
Zhang, Zhengyou ;
Jiang, Zhong-Ping .
2021 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION (ICRA 2021), 2021, :6782-6788
[9]  
Zhao S., 2020, Dynamic parameter identification and control system design of 6-DOF industrial robot