Chapter 1.Exploiting Spatial Sparsity in Vibration-based Damage Detection -- Chapter 2.Multi-Source Sensing and Analysis for Machine-Array Condition Monitoring -- Chapter 3.Wavelet Transform-Based Damage Detection in Reinforced Concrete Using an Air-Coupled Impact-Echo Method -- Chapter 4. Damage Detection Based on Strain Transmissibility for Beam Structure by Using Distributed Fiber Optics -- Chapter 5.Modal Parameters Estimation of an Offshore Wind Turbine Using Measured Acceleration Signals from the Drive Train -- Chapter 6.Structural Damage Detection in Real-Time: Implementation of 1D Convolutional Neural Networks for SHM Applications -- Chapter 7.Monitoring the Health of a Cantilever Beam Using Nonlinear Modal Tracking -- Chapter 8.Using Modal Parameters for Structural Health Monitoring -- Chapter 9.Current Challenges with BIGDATA Analytics in Structural Health Monitoring -- Chapter 10.Detection of Cracks in Beams Using Treed Gaussian Processes.