Adaptive Learning Methods for Nonlinear System Modeling

Table of Contents

Cover image

Title page

Copyright

Contributors

Preface

Acknowledgments

Chapter 1: Introduction

Abstract

1.1. Nonlinear System Modeling: Background, Motivation and Opportunities

1.2. Key Factors in Defining Adaptive Learning Methods for Nonlinear System Modeling

1.3. Book Organization

1.4. Further Readings

References

Part 1: Linear-in-the-Parameters Nonlinear Filters

Chapter 2: Orthogonal LIP Nonlinear Filters

Abstract

2.1. Introduction

2.2. LIP Nonlinear Filters

2.3. Recent Identification Methods for Orthogonal Filters

2.4. Experimental Results

2.5. Concluding Remarks

References

Chapter 3: Spline Adaptive Filters

Abstract

Acknowledgements

3.1. Introduction

3.2. Foundation ...