An overview of dynamic-linearization-based data-driven control and applications

Z Hou, R Chi, H Gao - IEEE Transactions on Industrial …, 2016 - ieeexplore.ieee.org
A brief overview on the model-based control and data-driven control methods is presented.
The data-driven equivalent dynamic linearization, as a foundational analysis tool of data …

Data-based techniques focused on modern industry: An overview

S Yin, X Li, H Gao, O Kaynak - IEEE Transactions on industrial …, 2014 - ieeexplore.ieee.org
This paper provides an overview of the recent developments in data-based techniques
focused on modern industrial applications. As one of the hottest research topics for …

Distributed model-free adaptive control for learning nonlinear MASs under DoS attacks

YS Ma, WW Che, C Deng, ZG Wu - IEEE transactions on neural …, 2021 - ieeexplore.ieee.org
This article addresses the distributed model-free adaptive control (DMFAC) problem for
learning nonlinear multiagent systems (MASs) subjected to denial-of-service (DoS) attacks …

On model-free adaptive control and its stability analysis

Z Hou, S Xiong - IEEE Transactions on Automatic Control, 2019 - ieeexplore.ieee.org
In this paper, the main issues of model-based control methods are first reviewed, followed by
the motivations and the state of the art of the model-free adaptive control (MFAC). MFAC is a …

Iterative learning control for a flapping wing micro aerial vehicle under distributed disturbances

W He, T Meng, X He, C Sun - IEEE transactions on cybernetics, 2018 - ieeexplore.ieee.org
This paper addresses a flexible micro aerial vehicle (MAV) under spatiotemporally varying
disturbances, which is composed of a rigid body and two flexible wings. Based on …

From model-based control to data-driven control: Survey, classification and perspective

ZS Hou, Z Wang - Information Sciences, 2013 - Elsevier
This paper is a brief survey on the existing problems and challenges inherent in model-
based control (MBC) theory, and some important issues in the analysis and design of data …

Dynamic event-triggered model-free adaptive control for nonlinear CPSs under aperiodic DoS attacks

YS Ma, WW Che, C Deng - Information Sciences, 2022 - Elsevier
This paper studies the dynamic event-triggered model-free adaptive control (DET-MFAC)
problem for nonlinear cyber-physical systems (CPSs) subject to aperiodic denial-of-service …

Data-driven model-free adaptive control for a class of MIMO nonlinear discrete-time systems

Z Hou, S Jin - IEEE transactions on neural networks, 2011 - ieeexplore.ieee.org
In this paper, a data-driven model-free adaptive control (MFAC) approach is proposed
based on a new dynamic linearization technique (DLT) with a novel concept called pseudo …

Model free adaptive iterative learning consensus tracking control for a class of nonlinear multiagent systems

X Bu, Q Yu, Z Hou, W Qian - IEEE Transactions on Systems …, 2017 - ieeexplore.ieee.org
This paper proposes a distributed model free adaptive iterative learning control (MFAILC)
method for a class of unknown nonlinear multiagent systems to perform consensus tracking …

Data-driven-based cooperative resilient learning method for nonlinear MASs under DoS attacks

C Deng, XZ Jin, ZG Wu, WW Che - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
In this article, we consider the cooperative tracking problem for a class of nonlinear
multiagent systems (MASs) with unknown dynamics under denial-of-service (DoS) attacks …