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Updating Models and Their Uncertainties. I: Bayesian Statistical Framework
Publisher: American Society of Civil Engineers
Abstract: The problem of updating a structural model and its associated uncertainties by utilizing dynamic response data is addressed using a Bayesian statistical framework that can handle the inherent ill-conditioning and possible ...
Updating Models and Their Uncertainties. II: Model Identifiability
Publisher: American Society of Civil Engineers
Abstract: The problem of model identifiability is addressed. The goal is to find all the structural models within a specified class that produce the same output at a set of observed degrees of freedom as a given model in the class ...
Asymptotic Expansions for Reliability and Moments of Uncertain Systems
Publisher: American Society of Civil Engineers
Abstract: An asymptotic approximation is developed for evaluating the probability integrals that arise in the determination of the reliability and response moments of uncertain dynamic systems subject to stochastic excitation. The ...
Simulation of Homogeneous and Partially Isotropic Random Fields
Publisher: American Society of Civil Engineers
Abstract: A rigorous methodology for the simulation of homogeneous and partially isotropic multidimensional random fields is introduced. The property of partial isotropy of the random field is explicitly incorporated in the derivation ...
Application of a Statistical Model Updating Approach on Phase I of the IASC-ASCE Structural Health Monitoring Benchmark Study
Publisher: American Society of Civil Engineers
Abstract: This paper addresses the problem of structural health monitoring (SHM) and damage detection based on a statistical model updating methodology which utilizes the measured vibration responses of the structure without any ...
Phase I IASC-ASCE Structural Health Monitoring Benchmark Problem Using Simulated Data
Publisher: American Society of Civil Engineers
Abstract: Structural health monitoring (SHM) is a promising field with widespread application in civil engineering. Structural health monitoring has the potential to make structures safer by observing both long-term structural changes ...