Contents 1 Theoretical Foundations and Practical Applications of Damage Detection Using Autocovariance Functions 1 Jyrki Kullaa 2 On the Real Time Tightness Measurement of Complex Shaped Flanges 11 Wolfgang Witteveen, Simon Desch, and Lukas Koller 3 Parameter Rejection in Sensitivity-based Model Updating using Output Feedback Eigenstructure Assignment 17 Martin D. Ulriksen and Dionisio Bernal 4 Structural Health Monitoring of a Ferry Quay: Instrumentation and Impact of Tidal Levels on Modal Parameters 23 Luigi Sibille, Torodd Skjerve Nord, Ba Tung Le, Bartosz Siedziako, and Alice Cicirello 5 Outcomes from Field Measurements on the Magerholm Ferry Quay: System Identification, Finite Element Model Updating and Sensitivity Analysis 33 Ba Tung Le, Bartosz Siedziako, Torodd Skjerve Nord, and Luigi Sibille 6 A Robust Data-Driven Algorithm for Early Damage Detection in Structural Health Monitoring 43 Luigi Severa, Silvia Milana, Nicola Roveri, Eleonora Maria Tronci, Antonio Culla, and Antonio Carcaterra 7 Real-Time Structural Health Assessment of a Tension Rod Assembly Using Machine Learning 51 Ahmad Rababah, Osama Abdeljaber, Aniston Cumbie, Lauren Harpenau, and Onur Avci 8 Multi-Bridge Indirect Structural Health Monitoring: Leveraging Big Data and Drive-By Crowdsensing Techniques 59 Jiangyu Zeng, Qipei Mei, and Mustafa Gu¨l 9 A Comparative Study of Feature Selection Methods for Wind Turbine Gearbox Bearing Fault Prognosis 67 Feras Abla, Mohammad Hesam Soleimani-Babakamali, Sahabeddin Rifai, Ahmad Rababah, Shawn Sheng, Ertugrul Taciroglu, Serkan Kiranyaz, and Onur Avci 10 Damage Identification on Gear Drivetrains Using Neural Networks Trained by High-Fidelity Multibody Simulation Data 73 J. Koutsoupakis, D. Giagopoulos, G. Karyofyllas, P. Seventekidis, and S. Natsiavas 11 Advanced Condition Monitoring framework for CFRP Gear Drivetrains Using Machine Learning and Multibody Dynamics Simulations 85 G. Karyofyllas, J. Koutsoupakis, and P. Giagopoulos 12 On the use of Statistical Learning Theory for model selection in Structural Health Monitoring 95 C. A. Lindley, N. Dervilis, and K. Worden 13 Full-field Measurements for Anomaly Detection of Mechanical Systems using Convolutional Neural Networks and LSTM Networks 105 Carlos Quiterio Go´mez Mun˜oz, Mariano Alberto Garc´ıa Vellisca, Celso T. do Cabo, Yujie Xi, and Zhu Mao 14 A Generative Modeling Approach for the Translation of Operational Variables to Short-term Vibrations 113 vii
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