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Discrete-Time Adaptive Iterative Learning Control: From Model-Based to Data-Driven (Intelligent Control and Learning Systems, 1)

Discrete-Time Adaptive Iterative Learning Control: From Model-Based to Data-Driven (Intelligent Control and Learning Systems, 1)

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Product Details
Author:
Ronghu Chi, Na Lin, Huimin Zhang, Ruikun Zhang
Publisher:
Springer
Publication Date:
Apr 22, 2022
Number of pages:
216 pages
Language:
English
Binding:
Hardcover
ISBN-10:
9811904634
ISBN-13:
9789811904639

Overview

This book belongs to the subject of control and systems theory. The discrete-time adaptive iterative learning control (DAILC) is discussed as a cutting-edge of ILC and can address random initial states, iteration-varying targets, and other non-repetitive uncertainties in practical applications. This book begins with the design and analysis of model-based DAILC methods by referencing the tools used in the discrete-time adaptive control theory. To overcome the extreme difficulties in modeling a complex system, the data-driven DAILC methods are further discussed by building a linear parametric data mapping between two consecutive iterations. Other significant improvements and extensions of the model-based/data-driven DAILC are also studied to facilitate broader applications. The readers can learn the recent progress on DAILC with consideration of various applications. This book is intended for academic scholars, engineers and graduate students who are interested in learning control, adaptive control, nonlinear systems, and related fields.
  • | Author: Ronghu Chi, Na Lin, Huimin Zhang, Ruikun Zhang
  • | Publisher: Springer
  • | Publication Date: Apr 22, 2022
  • | Number of Pages: 216 pages
  • | Language: English
  • | Binding: Hardcover
  • | ISBN-10: 9811904634
  • | ISBN-13: 9789811904639

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Hardcover

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