Model Predictive Control.

Format:

Book

Author/Creator:

Ding, Baocang.

Contributor:

Yang, Yuanqing.

Series:

IEEE Press Series

Language:

English

Subjects (All):

Predictive control.

Physical Description:

1 online resource (307 pages)

Edition:

1st ed.

Place of Publication:

Newark : John Wiley & Sons, Incorporated, 2024.

Summary:

This book provides an in-depth exploration of Model Predictive Control (MPC), a class of model-based control algorithms. It delves into various aspects such as parameter estimation, steady-state target calculation, and two-layered dynamic matrix control (DMC) for stable and integral processes. The authors, Baocang Ding and Yuanqing Yang, aim to educate both undergraduate and graduate students, as well as practitioners in automation and control systems. The text covers theoretical foundations and practical applications, including robust and heuristic models, output feedback, and real-time optimization. The book is intended for those studying or working in fields like process control and automation, offering insights into advanced control strategies and algorithm implementation. Generated by AI.

Contents:

Cover

Title Page

Copyright

Contents

About the Authors

Preface

Acronyms

Introduction

Chapter 1 Concepts

1.1 PID and Model Predictive Control

1.2 Two‐Layered Model Predictive Control

1.3 Hierarchical Model Predictive Control

Chapter 2 Parameter Estimation and Output Prediction

2.1 Test Signal for Model Identification

2.1.1 Step Test

2.1.2 White Noise

2.1.3 Pseudo‐Random Binary Sequence

2.1.4 Generalized Binary Noise

2.2 Step Response Model Identification

2.2.1 Model

2.2.2 Data Processing

2.2.2.1 Marking or Interpolation of Bad Data

2.2.2.2 Smoothing Data

2.2.3 Model Identification

2.2.3.1 Case Grouping

2.2.3.2 Cased Data Preparation for Stable Dependent Variables

2.2.3.3 Cased Data Preparation for Integral Dependent Variables

2.2.3.4 Least Square Solution to Parameter Regression

2.2.3.5 Least Square Solution by SVD Decomposition

2.2.3.6 Filtering Pulse Response Coefficients Generated by AI.

Notes:

Description based on publisher supplied metadata and other sources.

Part of the metadata in this record was created by AI, based on the text of the resource.

ISBN:

9781119471424

1119471427

9781119471455

1119471451

OCLC:

1427664730

Publisher Number:

20941807