LEADER 05046nam 22007575 450 001 9910580138803321 005 20230810175149.0 010 $a3-031-04122-4 024 7 $a10.1007/978-3-031-04122-8 035 $a(MiAaPQ)EBC7030732 035 $a(Au-PeEL)EBL7030732 035 $a(CKB)24169141300041 035 $a(DE-He213)978-3-031-04122-8 035 $a(PPN)263898768 035 $a(EXLCZ)9924169141300041 100 $a20220704d2022 u| 0 101 0 $aeng 135 $aurcnu|||||||| 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aData Science in Engineering, Volume 9 $eProceedings of the 40th IMAC, A Conference and Exposition on Structural Dynamics 2022 /$fedited by Ramin Madarshahian, Francois Hemez 205 $a1st ed. 2022. 210 1$aCham :$cSpringer International Publishing :$cImprint: Springer,$d2022. 215 $a1 online resource (158 pages) 225 1 $aConference Proceedings of the Society for Experimental Mechanics Series,$x2191-5652 311 08$aPrint version: Madarshahian, Ramin Data Science in Engineering, Volume 9 Cham : Springer International Publishing AG,c2022 9783031041211 320 $aIncludes bibliographical references. 327 $aChapter 1. Model Updating for Nonlinear Dynamic Digital Twins Using Data-Based Inverse Mapping Models -- Chapter 2. Deep Reinforcement Learning for Active Structure Stabilization -- Chapter 3. Estimation of Structural Vibration Modal Properties Using a Spike-Based Computing Paradigm -- Chapter 4. Environmental-Insensitive Damage Features Based on Transmissibility Coherence -- Chapter 5. Transmittance Anomalies for Model-Based Damage Detection with Finite Element Generated Data and Deep Learning -- Chapter 6. Machine Learning based Condition Monitoring with Multibody Dynamics Models for Gear Transmission Faults -- Chapter 7. Structural Damage Detection Framework Using Metaheuristic Algorithms and Optimal Finite Element Modeling -- Chapter 8. On Aspects of Geometry in SHM and Population-Based SHM -- Chapter 9. A Robust PCA-based Framework for Long-Term Condition Monitoring of Civil Infrastructures -- Chapter 10. Data-Driven Parameter Identification for Turbomachinery Blisks -- Chapter 11. Classification of Rail Irregularities from Axle Box Accelerations using Random Forests and Convolutional Neural Networks -- Chapter 12. Development of a Surrogate Model for Structural Health Monitoring of a UAV Wing Spar -- Chapter 13. On a Description of Aeroplanes and Aeroplane Components using Irreducible Element Models -- Chapter 14. Input Estimation of Four-DOF Nonlinear Building Using Probabilistic Recurrent Neural Network -- Chapter 15. Simulation-Based Damage Detection for Composite Structures with Machine Learning Techniques -- Chapter 16. Synthesizing Dynamic Time-series Data for Structures Under Shock Using Generative Adversarial Networks -- Chapter 17. Multi-Layer Input Deep Learning Applied to Ultrasonic Wavefield Measurements. 330 $aData Science in Engineering, Volume 9: Proceedings of the 40th IMAC, A Conference and Exposition on Structural Dynamics, 2022, the nineth volume of nine from the Conference brings together contributions to this important area of research and engineering. The collection presents early findings and case studies on fundamental and applied aspects of Data Science in Engineering, including papers on: Novel Data-driven Analysis Methods Deep Learning Gaussian Process Analysis Real-time Video-based Analysis Applications to Nonlinear Dynamics and Damage Detection High-rate Structural Monitoring and Prognostics. 410 0$aConference Proceedings of the Society for Experimental Mechanics Series,$x2191-5652 606 $aEngineering$xData processing 606 $aQuantitative research 606 $aStatics 606 $aBuildings$xDesign and construction 606 $aMultibody systems 606 $aVibration 606 $aMechanics, Applied 606 $aData Engineering 606 $aData Analysis and Big Data 606 $aMechanical Statics and Structures 606 $aBuilding Construction and Design 606 $aMultibody Systems and Mechanical Vibrations 615 0$aEngineering$xData processing. 615 0$aQuantitative research. 615 0$aStatics. 615 0$aBuildings$xDesign and construction. 615 0$aMultibody systems. 615 0$aVibration. 615 0$aMechanics, Applied. 615 14$aData Engineering. 615 24$aData Analysis and Big Data. 615 24$aMechanical Statics and Structures. 615 24$aBuilding Construction and Design. 615 24$aMultibody Systems and Mechanical Vibrations. 676 $a624.17102854 676 $a620.00285574 702 $aMadarshahian$b Ramin 702 $aHemez$b Francois 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910580138803321 996 $aData Science in Engineering, Volume 9$94175837 997 $aUNINA