Deterministic and stochastic damage detection via dynamic response analysis

05/31/2019
by   Michael Oberguggenberger, et al.
0

The paper proposes a method of damage detection in elastic materials, which is based on analyzing the time-dependent (dynamic) response of the material excited by an acoustic signal. Starting from a mathematical model of the acoustic wave, we calibrate its decisive parameters (wave speed and damping coefficient) by comparing measurements with simulations in a case study. The calibration is done both deterministically by minimizing the square error over time and stochastically by a Bayesian approach, implemented through the Metropolis-Hastings algorithm. The resulting posterior distribution of the parameters can be used to construct a Bayesian test for damage.

READ FULL TEXT

page 8

page 11

page 12

research
06/09/2017

Damage detection in a unidimensional truss using the firefly optimization algorithm and finite elements

In this paper, we investigate the damage detection of structures seen as...
research
03/09/2022

Fragmentation analysis of a bar with the Lip-field approach

The Lip-field approach is a new way to regularize softening material mod...
research
02/21/2017

Simulation of detecting contact nonlinearity in carbon fibre polymer using ultrasonic nonlinear delayed time reversal

A finite element method simulation of a carbon fibre reinforced polymer ...
research
10/05/2017

A Multi-Objective DIRECT Algorithm Towards Structural Damage Identification with Limited Dynamic Response Information

A major challenge in Structural Health Monitoring (SHM) is to accurately...
research
12/21/2020

A Bayesian methodology for localising acoustic emission sources in complex structures

In the field of structural health monitoring (SHM), the acquisition of a...
research
05/11/2020

A finite-strain model for incomplete damage in elastoplastic materials

We address a three-dimensional model capable of describing coupled damag...
research
12/12/2020

Bayesian graph neural networks for strain-based crack localization

A common shortcoming of vibration-based damage localization techniques i...

Please sign up or login with your details

Forgot password? Click here to reset