Predictive Learning Control for Unknown Nonaffine Nonlinear Systems

Predictive Learning Control for Unknown Nonaffine Nonlinear Systems
Author: Qiongxia Yu
Publisher: Springer Nature
Total Pages: 219
Release: 2023-02-17
Genre: Technology & Engineering
ISBN: 9811988579


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This book investigates both theory and various applications of predictive learning control (PLC) which is an advanced technology for complex nonlinear systems. To avoid the difficult modeling problem for complex nonlinear systems, this book begins with the design and theoretical analysis of PLC method without using mechanism model information of the system, and then a series of PLC methods is designed that can cope with system constraints, varying trial lengths, unknown time delay, and available and unavailable system states sequentially. Applications of the PLC on both railway and urban road transportation systems are also studied. The book is intended for researchers, engineers, and graduate students who are interested in predictive control, learning control, intelligent transportation systems and related fields.


Predictive Learning Control for Unknown Nonaffine Nonlinear Systems
Language: en
Pages: 219
Authors: Qiongxia Yu
Categories: Technology & Engineering
Type: BOOK - Published: 2023-02-17 - Publisher: Springer Nature

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This book investigates both theory and various applications of predictive learning control (PLC) which is an advanced technology for complex nonlinear systems.
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The advantage of model predictive control is that it can take systematic account of constraints, thereby allowing processes to operate at the limits of achievab
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This book belongs to the subject of control and systems theory. It studies a novel data-driven framework for the design and analysis of iterative learning contr
Iterative Learning Control for Nonlinear Time-Delay System
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Type: BOOK - Published: 2023-01-01 - Publisher: Springer Nature

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This book focuses on adaptive iterative learning control problem for nonlinear time-delay systems.A universal adaptive learning control scheme is provided for a
Adaptive Learning Methods for Nonlinear System Modeling
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Pages: 390
Authors: Danilo Comminiello
Categories: Technology & Engineering
Type: BOOK - Published: 2018-06-11 - Publisher: Butterworth-Heinemann

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Adaptive Learning Methods for Nonlinear System Modeling presents some of the recent advances on adaptive algorithms and machine learning methods designed for no