Model Validation and Uncertainty Quantification, Volume 3

Proceedings of the 41st IMAC, A Conference and Exposition on Structural Dynamics 2023

Roland Platz, Garrison Flynn, Kyle Neal, Scott Ouellette

• Publisher: River Publishers
• Year: 2025
• eBook ISBN:
  9781040602508
• Topic: Technology & Engineering
• Index: Technology & Engineering

Model Validation and Uncertainty Quantification, Volume 3: Proceedings of the 41st IMAC, A Conference and Exposition on Structural Dynamics, 2023, the third volume of ten 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 Model Validation and Uncertainty Quantification, including papers on:

Introduction of Uncertainty Quantification

Uncertainty Quantification in Dynamics

Model Form Uncertainty and Selection incl. Round Robin Challenge

Sensor and Information Fusion

Virtual Sensing, Certification, and Real-Time Monitoring

Surrogate Modeling.

Table of contents

• Cover
• Series Page
• Frontmatter
• Title Page
• Copyright Page
• Preface
• Table of Contents
• 1 Introducing a Round-Robin Challenge to Quantify Model Form Uncertainty in Passive and Active Vibration Isolation
• 2 An Uncertainty-Aware Measure of Model Calibration Flexibility
• 3 Quantifying Model Form Uncertainty in Spring-Mass-Damper Systems
• 4 Event Detection Using Floor Vibrations with a Probabilistic Framework
• 5 Advancing Model Credibility for Linked Multi-physics Surrogate Models Within a Coupled Digital Engineering Workflow of Nuclear Deterrence Systems
• 6 Estimating the Effect of Noise on Various ARMA-Based Damage-Sensitive Features
• 7 Bayesian Model Updating for System and Damage Identification of Bridges Using Synthetic and Field Test Data
• 8 Static and Dynamic Characterization of a Vibration Decoupling Element Based on a Metamaterial Structure
• 9 Incorporating Uncertainty in Mechanics-Based Synthetic Data Generation for Deep Learning –Based Structural Monitoring
• 10 Aerodynamic Load Estimation in Wind Turbine Drivetrains Using a Bayesian Data Assimilation Approach
• 11 Rail Roughness Profile Identification from Vibration Data via Mixing of Reduced-Order Train Models and Bayesian Filtering
• 12 Optimal Sensor Placement for Developing Reliable Digital Twins of Structures
• 13 DataSEA: Mature, Modern Data Management Enabling Sustainable Data Strategy
• 14 Optimal Sensor Placement Considering Operational Sensor Failures for Structural Health Monitoring Applications
• 15 Sequential Harmonic Component Tracking for Underdetermined Blind Source Separation in a Multitarget Tracking Framework
• 16 Physics-Based Corrosion Reliability Analysis of Miter Gates Using Multi-scale Simulations and Adaptive Surrogate Modeling
• 17 Adaptive Randomized Sketching for Dynamic Nonsmooth Optimization
• 18 Predicting Nonlinear Structural Dynamic Response of ODE Systems Using Constrained Gaussian Process Regression
• 19 Probabilistic Model Updating for Structural Health Monitoring Using a Likelihood-Free Bayesian Inference Method
• 20 Deep Learning for Image Segmentation and Subsurface Damage Detection Based on Full-Field Surface Strains
• 21 A Spatio-Temporal Model for Response and Distributed Wave Load Estimation on Offshore Wind Turbines
• 22 Identification of Axial Forces in Structural Rod Members Under Compression by a Modal Approach
• 23 Digital Twin Output Functions and Statistical Performance Metrics for Engineering Dynamic Applications
• 24 Next-Generation Non-contact Strain-Sensing Method Using Strain-Sensing Smart Skin (S4) for Static and Dynamic Measurement
• 25 Online Structural Model Updating for Ship Structures Considering Impact and Fatigue Damage
• 26 Detuning Optimization of Nonlinear Mistuned Bladed Disks Using a Probabilistic Learning Tool
• 27 Model-Based Inspection Planning for Large-Scale Structures Using Unmanned Aerial Vehicles
• 28 The Effect of Temporal Correlations on State Estimation Through Variational Bayesian Inference
• 29 On the Selection and Validation of Component Damage Models for Prediction of Damage-State Behavior of a Truss Bridge
• 30 Surrogate Aerodynamics Modeling Applied to Surrogate Structural Dynamical Systems
• 31 Footbridge Vibration Predictions and Interaction with Walking Load Model Decisions
• 32 Assembling Uncertainty Effects on the Dynamic Response of Nominally Identical Motorbike Components
• Correction to: Assembling Uncertainty Effects on the Dynamic Response of Nominally Identical Motorbike Components