An Introduction to Data-Driven Control Systems

Ali Khaki-Sedigh

• Publisher: Wiley-IEEE Press
• Year: 2023
• ISBN:
  9781394196425
• Edition: 1
• Topic: Biological Sciences
• Subtopic: System Theory
• Index: Biological Sciences

An Introduction to Data-Driven Control Systems

An introduction to the emerging dominant paradigm in control design

Model-based approaches to control systems design have long dominated the control systems design methodologies. However, most models require substantial prior or assumed information regarding the plant's structure and internal dynamics. The data-driven paradigm in control systems design, which has proliferated rapidly in recent decades, requires only observed input-output data from plants, making it more flexible and broadly applicable.

An Introduction to Data-Driven Control Systems provides a foundational overview of data-driven control systems methodologies. It presents key concepts and theories in an accessible way, without the need for the complex mathematics typically associated with technical publications in the field, and raises the important issues involved in applying these approaches. The result is a highly readable introduction to what promises to become the dominant control systems design paradigm.

Readers will also find:

• An overview of philosophical-historical issues accompanying the emergence of data-driven control systems
• Design analysis of several conventional data-driven control systems design methodologies
• Algorithms and simulation results, with numerous examples, to facilitate the implementation of methods

An Introduction to Data-Driven Control Systems is ideal for students and researchers in control theory or any other research area related to plant design and production.

Table of contents

• Cover
• Table of Contents
• Title Page
• Copyright
• Preface
• Acknowledgements
• List of Acronyms
• 1 Introduction
• 2 Philosophical Perspectives of the Paradigm Shift in Control Systems Design and the Re-Emergence of Data-Driven Control
• 3 Unfalsified Adaptive Switching Supervisory Control
• 4 Multi-Model Unfalsified Adaptive Switching Supervisory Control
• 5 Data-Driven Control System Design Based on the Virtual Reference Feedback Tuning Approach
• 6 The Simultaneous Perturbation Stochastic Approximation-Based Data-Driven Control Design
• 7 Data-driven Control System Design Based on the Fundamental Lemma
• 8 Koopman Theory and Data-driven Control System Design of Nonlinear Systems
• 9 Model-free Adaptive Control Design
• Appendix
• Index
• End User License Agreement