Real-time FPGA Decentralized Inverse Optimal Neural Control for a Shrimp Robot

被引:0
|
作者
Quintal, Gener [1 ]
Sanchez, Edgar N. [1 ]
Alanis, Alma Y. [2 ]
Arana-Daniel, Nancy G. [2 ]
机构
[1] CINVESTAV, Unidad Guadalajara, Zapopan 45015, Jalisco, Mexico
[2] Univ Guadalajara, CUCEI, Guadalajara 45080, Jalisco, Mexico
关键词
FPGA; Neural Network; RHONN; EKF; Inverse Optimal Control; Mobile robotics;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper presents a field programmable gate array (FPGA) implementation for a decentralized inverse optimal neural controller for unknown nonlinear systems, in presence of external disturbances and parameter uncertainties. This controller is based on two techniques: first, an identifier using a discrete-time recurrent high order neural network (RHONN) trained with an extended Kalman filter (EKF) algorithm; second, on the basis of the neural identifier a controller which uses inverse optimal control, is designed to avoid solving the Hamilton Jacobi Bellman (HJB) equation. The proposed scheme is implemented in real-time to control a Shrimp robot.
引用
收藏
页码:250 / 255
页数:6
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