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Machine Learning Approach to Model Order Reduction of Nonlinear Systems via Autoencoder and LSTM Networks
Publisher: ASCE
Abstract: In analyzing and assessing the condition of dynamical systems, it is necessary to account for nonlinearity. Recent advances in computation have rendered previously computationally infeasible analyses readily executable on ...
Framework for Balancing Structural Efficiency and Operational Energy in Tall Buildings
Publisher: American Society of Civil Engineers
Abstract: Buildings are responsible for a third of worldwide energy demand as well as anthropogenic greenhouse gas emissions. Therefore, a holistic approach for energy-efficient design over the life cycle of buildings is necessary. ...
Gaussian Process–Based Optimal Design of a Negative Stiffness Device under Stochastic Seismic Excitation
Publisher: American Society of Civil Engineers
Abstract: The protection of buildings under seismic events necessitates the development of efficient vibration mitigation devices. The recently proposed negative stiffness vibration (NegSV) device materializes such a seismic protection ...
Guided Wave–Based Defect Localization via Parameterized FRF-Based Reduced-Order Models
Publisher: American Society of Civil Engineers
Abstract: The use of Lamb waves within a guided wave (GW)–based scheme holds promise toward monitoring and nondestructive evaluation (NDE) of plate structures. Their short wavelength enables interaction with small defects and they ...
Structural Dynamics Feature Learning Using a Supervised Variational Autoencoder
Publisher: American Society of Civil Engineers
Abstract: In this study, we propose a novel approach for learning structural dynamics and discover useful features using a supervised variational autoencoder (SVAE) with the aim of executing classification tasks that feed into ...
Modal Identification and Dynamic Response Assessment of a Tensairity Girder
Publisher: American Society of Civil Engineers
A Robotic Automated Solution for Operational Modal Analysis of Bridges with High-Resolution Mode Shape Recovery
Publisher: American Society of Civil Engineers
Abstract: This study presents a robot-assisted solution for the automated identification of bridge frequencies and high-spatial-resolution mode shapes using a minimal number of sensors. The proposed approach employs programmable ...
State Estimation for Prediction of Fatigue Life for a Rollercoaster Connection Subjected to Operational Multiaxial Nonproportional Loading
Publisher: ASCE
Abstract: Recent research on structural health monitoring has shown the applicability of Kalman filtering for fusion of models and data of dynamic systems. In this study, the augmented Kalman filter (AKF) is combined with a ...
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