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
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
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