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 …

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

Z Hou, S ** - 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 …

A novel data-driven control approach for a class of discrete-time nonlinear systems

Z Hou, S ** - IEEE Transactions on Control Systems …, 2010 - ieeexplore.ieee.org
In this work, a novel data-driven control approach, model-free adaptive control, is presented
based on a new dynamic linearization technique for a class of discrete-time single-input and …

Data-driven multiagent systems consensus tracking using model free adaptive control

X Bu, Z Hou, H Zhang - IEEE transactions on neural networks …, 2017 - ieeexplore.ieee.org
This paper investigates the data-driven consensus tracking problem for multiagent systems
with both fixed communication topology and switching topology by utilizing a distributed …

Controller-dynamic-linearization-based model free adaptive control for discrete-time nonlinear systems

Z Hou, Y Zhu - IEEE Transactions on Industrial Informatics, 2013 - ieeexplore.ieee.org
A new type of model free adaptive control (MFAC) method, including MFAC scheme designs
with the compact-form-dynamic-linearization-based controller (CFDLc) and partial-form …

Distributed data-driven iterative learning consensus tracking for nonlinear discrete-time multiagent systems

X Yu, Z Hou, MM Polycarpou - IEEE Transactions on Automatic …, 2021 - ieeexplore.ieee.org
In this article, a data-driven distributed leader–follower iterative learning consensus tracking
control approach is proposed for unknown repetitive nonlinear nonaffine discrete-time multi …

Self-correction of commutation point for high-speed sensorless BLDC motor with low inductance and nonideal back EMF

H Li, S Zheng, H Ren - IEEE Transactions on Power Electronics, 2016 - ieeexplore.ieee.org
This paper presents a novel self-correction method of commutation point for high-speed
sensorless brushless dc motors with low inductance and nonideal back electromotive force …

Quantitative data-driven adaptive iterative learning control: From trajectory tracking to point-to-point tracking

R Chi, H Zhang, B Huang, Z Hou - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
This article reconsiders the data quantization problem in iterative learning control (ILC) for
nonlinear nonaffine systems from four aspects: 1) use of available additional control …

[BOG][B] Applied predictive control

S Huang, TH Lee - 2013 - books.google.com
The series Advances in Industrial Control aims to report and encourage technology transfer
in control engineering. The rapid development of control technology has an impact on all …