arrow
返回

Bionic Fish Trajectory Tracking Based on a CPG and Model Predictive Control

delete2022-05-17
delete10
PRE
AI
Z
Zheping Yan
H
Haoyu Yang
W
Wei Zhang *
Q
Qingshuo Gong
F
Fantai Lin
Y
Yu Zhang
DOI:10.1007/s10846-022-01644-xdelete
delete原文链接
delete原文求助
delete分享
delete收藏
摘要

摘要

En 中文
Bionic fish have received widespread attention due to their high mobility, high concealment and high propulsion efficiency. Trajectory tracking and tracking accuracy are the main challenges in controlling the motion of bionic fish. To realize the trajectory tracking control of bionic fish, in this paper, nonlinear dynamics model of bionic fish is established by the Newton-Euler equation and Denavit-Hartenberg (D-H) coordinate transformation, and it is reasonably simplified. Then, a model predictive controller is established based on the dynamic model, and combined with a central pattern generator (CPG) network, a CPG-based model predictive controller (MPC-CPG controller) is proposed. Finally, simulations and experiments are carried out on the bionic fish, tracking the circular trajectory and straight trajectory. Experiments show that under the condition of initial error, the MPC-CPG controller can quickly eliminate the position error and heading angle error of the bionic fish, and track to the reference trajectory. For the tracking circular trajectory and straight trajectory, the position errors are kept at -6.9% similar to 14.9% and - 8.6% similar to 8.6% of the body length, respectively, and the heading angle errors are always kept at -4.76 degrees similar to 4.73 degrees and - 3.24 degrees similar to 3.55 degrees, respectively. Experiments verify the effectiveness of the proposed MPC-CPG.
Keyword:
Bionic fish
Dynamics
CPG
Model predictive control
Trajectory tracking

期刊

J
JOURNAL OF INTELLIGENT & ROBOTIC SYSTEMS
IF:
2.8
论文数:
3.9K
被引数:
6.9K

机构

H
Harbin Engineering University
学者数:
1.9W
论文数: 1.3W
被引数: 1.3W
引用论文

引用论文

Biomimetic soft micro-swimmers: from actuation mechanisms to applications
err2021-01-09
err37
PREAI
errFu, Shihan; Wei, Fanan; Yin, Chao; Yao, Ligang; Wang, Yaxiong
err分享
err收藏
Data-Driven Dynamic Modeling for a Swimming Robotic Fish
err2016-09-01
err59
PREAI
errYu, Junzhi; Yuan, Jun; Wu, Zhengxing; Tan, Min
err分享
err收藏
err
IF0
err
err0
PREAI
err
err分享
err收藏
CFD based parameter tuning for motion control of robotic fish
err2020-02-24
err21
PREAI
errTian, Runyu; Li, Liang; Wang, Wei; Chang, Xinghua; Ravi, Sridhar; Xie, Guangming
err分享
err收藏
err分享
err收藏
学者 查看更多内容