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Contents 7 Preface 9 Chapter 1 15 Nonlinear Dynamics Behind the Seismogenic Fault Motion: A Review on Dynamics of Single-Array Spring-Block Models 15 Abstract 15 1. Introduction 16 2. Background – Literature Review 20 3. Nonlinear Dynamics – Theoretical Background 31 3. Dynamics of a Mono-Block Model 38 3.1. Frictional Memory Effect 39 3.2. Impact of Transient Perturbations 41 3.3. Impact of Continuous Perturbations 44 4. Dynamics of a Chain of Blocks 47 4.1. Global Coupling 47 4.2. Varying Neighboring Interactions 50 5. Phase Response Curves for Earthquake Fault Dynamics 52 5.1. Phase Response Curves for the Monoblock Fault 54 5.1.1. Theoretical Background 54 5.1.2. Phase Response Curves for a Single Pulse Perturbation 57 5.1.3. Two-Pulse Phase Response Curves for a One-Block Fault 58 5.2. Phase Response of Complex Faults 60 5.2.1. Phase Response Curves for the Fault Comprised of Two Identical Blocks 61 5.2.2. Phase Response Curves for the Two-Block Inhomogeneous Fault 62 Conclusion 65 Acknowledgments 69 References 69 Chapter 2 75 Modeling of Seismic Liquefaction Data Using Extreme Learning Machine 75 Abstract 75 Introduction 76 Details of ELM 77 Results and Discussion 78 Con

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