Visual Analysis of Displacement Processes in Porous Media using Spatio-Temporal Flow Graphs
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arXiv
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| Main Authors: | , , , , , |
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| Format: | Preprint |
| Published: |
2023
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| _version_ | 1866911757797163008 |
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| author | Straub, Alexander Karadimitriou, Nikolaos Reina, Guido Frey, Steffen Steeb, Holger Ertl, Thomas |
| author_facet | Straub, Alexander Karadimitriou, Nikolaos Reina, Guido Frey, Steffen Steeb, Holger Ertl, Thomas |
| contents | 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. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2307_14949 |
| institution | arXiv |
| publishDate | 2023 |
| record_format | arxiv |
| spellingShingle | Visual Analysis of Displacement Processes in Porous Media using Spatio-Temporal Flow Graphs Straub, Alexander Karadimitriou, Nikolaos Reina, Guido Frey, Steffen Steeb, Holger Ertl, Thomas Graphics Fluid Dynamics I.3.0 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. |
| title | Visual Analysis of Displacement Processes in Porous Media using Spatio-Temporal Flow Graphs |
| topic | Graphics Fluid Dynamics I.3.0 |
| url | https://arxiv.org/abs/2307.14949 |