TY - JOUR
T1 - Visual Analysis of Displacement Processes in Porous Media using Spatio-Temporal Flow Graphs
AU - Straub, Alexander
AU - Karadimitriou, Nikolaos
AU - Reina, Guido
AU - Frey, Steffen
AU - Steeb, Holger
AU - Ertl, Thomas
N1 - Publisher Copyright:
© 1995-2012 IEEE.
PY - 2024/1/1
Y1 - 2024/1/1
N2 - We developed a new approach comprised of different visualizations for the comparative spatio-temporal analysis of displacement processes in porous media. We aim to analyze and compare ensemble datasets from experiments to gain insight into the influence of different parameters on fluid flow. To capture the displacement of a defending fluid by an invading fluid, we first condense an input image series to a single time map. From this map, we generate a spatio-temporal flow graph covering the whole process. This graph is further simplified to only reflect topological changes in the movement of the invading fluid. Our interactive tools allow the visual analysis of these processes by visualizing the graph structure and the context of the experimental setup, as well as by providing charts for multiple metrics. We apply our approach to analyze and compare ensemble datasets jointly with domain experts, where we vary either fluid properties or the solid structure of the porous medium. We finally report the generated insights from the domain experts and discuss our contribution's advantages, generality, and limitations.
AB - We developed a new approach comprised of different visualizations for the comparative spatio-temporal analysis of displacement processes in porous media. We aim to analyze and compare ensemble datasets from experiments to gain insight into the influence of different parameters on fluid flow. To capture the displacement of a defending fluid by an invading fluid, we first condense an input image series to a single time map. From this map, we generate a spatio-temporal flow graph covering the whole process. This graph is further simplified to only reflect topological changes in the movement of the invading fluid. Our interactive tools allow the visual analysis of these processes by visualizing the graph structure and the context of the experimental setup, as well as by providing charts for multiple metrics. We apply our approach to analyze and compare ensemble datasets jointly with domain experts, where we vary either fluid properties or the solid structure of the porous medium. We finally report the generated insights from the domain experts and discuss our contribution's advantages, generality, and limitations.
KW - Comparative visualization
KW - ensemble
KW - graph
KW - porous media
UR - http://www.scopus.com/inward/record.url?scp=85176365392&partnerID=8YFLogxK
U2 - 10.1109/TVCG.2023.3326931
DO - 10.1109/TVCG.2023.3326931
M3 - Article
C2 - 37878453
AN - SCOPUS:85176365392
SN - 1077-2626
VL - 30
SP - 759
EP - 769
JO - IEEE Transactions on Visualization and Computer Graphics
JF - IEEE Transactions on Visualization and Computer Graphics
IS - 1
ER -