Predictive Learning Control for Unknown Nonaffine Nonlinear Systems

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Predictive Learning Control for Unknown Nonaffine Nonlinear Systems

Theory and Applications

Numerical analysis Maths for engineers Automatic control engineering Artificial intelligence Machine learning

Authors: Qiongxia Yu, Ting Lei, Fengchen Tian, Zhongsheng Hou, Xuhui Bu

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Collection: Intelligent Control and Learning Systems

Language: English

Published by: Springer

Published on: 17th February 2023

Format: LCP-protected ePub

ISBN: 9789811988578


Overview

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

Applications of the PLC on both railway and urban road transportation systems are also studied.

Intended Audience

The book is intended for researchers, engineers, and graduate students who are interested in predictive control, learning control, intelligent transportation systems and related fields.

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