.png){kind=icon}
返回
Direct Data Driven Scheme for UAV Flight Control
.png){kind=icon}
OA
AI
DOI：10.1109/ACCESS.2022.3213695.png)
.png){kind=icon}
原文求助.png){kind=icon}
分享.png){kind=icon}
收藏
摘要
En 中文
Consider one special closed loop system structure with one unknown plant and two unknown controllers,i.e. feed forward controller and feedback controllers, our missions are to identify this plant and design these two controllers without any physical principles. Based on the measured input-output data sequence, direct data driven scheme is proposed to achieve these dual goals. For the case of parameterized plant and two parameterized controllers, two kinds of unknown parameter vectors are estimated from the data sequence, and the iterative idea is applied to identify them recursively until to be convergence. In addition, controller validation modular is added to testify whether the designed controllers are satisfied, being from the idea of model validation in system identification. Then theoretical analysis on direct data driven scheme can be implemented to guarantee UAV flight control structure work well, bringing the detailed UAV flight control performance.
Keyword:
Closed loop systems
Control systems
Data models
Mathematical models
Iterative methods
Autonomous aerial vehicles
Probabilistic logic
Iterative methods
Aerospace control
Direct data driven control
controller validation
UAV flight control
iterative idea
期刊
IF:
3.6
论文数:
9.8W
被引数:
29.4W
机构
引用论文
A Computationally Efficient Robust Model Predictive Control Framework for Uncertain Nonlinear Systems不确定非线性系统的计算效率高的鲁棒模型预测控制框架
OAAI
OAAI分享收藏A novel robust Virtual Reference Feedback Tuning approach for minimum and non-minimum phase systems一种用于最小和非最小相位系统的新型鲁棒虚拟参考反馈调谐方法.png)
ISA TRANSACTIONS
ISA TRANSACTIONSIF6.5
PREAI
分享收藏Stochastic linear Model Predictive Control with chance constraints - A review具有机会约束的随机线性模型预测控制-综述OAAI
OAAI分享收藏
查看更多内容