Level set based particle filter driven by optical flow: an application to track the salt boundary from X-ray CT time-series

02/17/2022
by   Karim Makki, et al.
0

Image-based computational fluid dynamics have long played an important role in leveraging knowledge and understanding of several physical phenomena. In particular, probabilistic computational methods have opened the way to modelling the complex dynamics of systems in purely random turbulent motion. In the field of structural geology, a better understanding of the deformation and stress state both within the salt and the surrounding rocks is of great interest to characterize all kinds of subsurface long-terms energy-storage systems. The objective of this research is to determine the non-linear deformation of the salt boundary over time using a parallelized, stochastic filtering approach from x-ray computed tomography (CT) image time series depicting the evolution of salt structures triggered by gravity and under differential loading. This work represents a first step towards bringing together physical modeling and advanced stochastic image processing methods where model uncertainty is taken into account.

READ FULL TEXT

page 3

page 4

research
12/06/2019

Sparse and redundant signal representations for x-ray computed tomography

Image models are central to all image processing tasks. The great advanc...
research
01/18/2021

Optical Flow Method for Measuring Deformation of Soil Specimen Subjected to Torsional Shearing

In this study optical flow method was used for soil small deformation me...
research
06/21/2022

Learning to Estimate and Refine Fluid Motion with Physical Dynamics

Extracting information on fluid motion directly from images is challengi...
research
02/19/2022

Cracking predictions of lithium-ion battery electrodes by X-ray computed tomography and modelling

Fracture of lithium-ion battery electrodes is found to contribute to cap...
research
05/06/2021

FDNet: A Deep Learning Approach with Two Parallel Cross Encoding Pathways for Precipitation Nowcasting

With the goal of predicting the future rainfall intensity in a local reg...
research
10/28/2014

A Short Image Series Based Scheme for Time Series Digital Image Correlation

A new scheme for digital image correlation, i.e., short time series DIC ...
research
05/18/2023

CDIDN: A Registration Model with High Deformation Impedance Capability for Long-Term Tracking of Pulmonary Lesion Dynamics

We study the problem of registration for medical CT images from a novel ...

Please sign up or login with your details

Forgot password? Click here to reset