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Visualization and Computer Graphics Lab Jacobs University Lars Linsen Jacobs University, Bremen, Germany Augsburg 27.-28.06.2015 Volume Data Meets InfoVis: Visual Analysis of Ensemble Simulations

Visual Analysis of Ensemble Simulations Lars Linsen Jacobs ...rosuda.org/DMVslides-f/LarsLinsen_DMV.pdf · Microsoft PowerPoint - data_meets_viz_augsburg_2015-06-27 Author: Lars Linsen

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Page 1: Visual Analysis of Ensemble Simulations Lars Linsen Jacobs ...rosuda.org/DMVslides-f/LarsLinsen_DMV.pdf · Microsoft PowerPoint - data_meets_viz_augsburg_2015-06-27 Author: Lars Linsen

Visualization and Computer Graphics LabJacobs University

Lars Linsen

Jacobs University, Bremen, Germany

Augsburg27.-28.06.2015

Volume Data Meets InfoVis:Visual Analysis of Ensemble Simulations

Page 2: Visual Analysis of Ensemble Simulations Lars Linsen Jacobs ...rosuda.org/DMVslides-f/LarsLinsen_DMV.pdf · Microsoft PowerPoint - data_meets_viz_augsburg_2015-06-27 Author: Lars Linsen

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Visualization and Computer Graphics LabJacobs University

Volume Data Visualization

Physical simulations– Climate research– Astrophysics

Data:– Volume data– Multiple data fields– Time-varying data– Ensemble simulations

Data size:– TB

500,000 Particles

Page 3: Visual Analysis of Ensemble Simulations Lars Linsen Jacobs ...rosuda.org/DMVslides-f/LarsLinsen_DMV.pdf · Microsoft PowerPoint - data_meets_viz_augsburg_2015-06-27 Author: Lars Linsen

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Visualization and Computer Graphics LabJacobs University

Need for …

Aggregated viewsStatistical methodsUncertainty visualizationInteractive analysis of Big Data

Page 4: Visual Analysis of Ensemble Simulations Lars Linsen Jacobs ...rosuda.org/DMVslides-f/LarsLinsen_DMV.pdf · Microsoft PowerPoint - data_meets_viz_augsburg_2015-06-27 Author: Lars Linsen

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Visualization and Computer Graphics LabJacobs University

Aggregation …

over time, over space,over fields, over runs, orover any combination of the above.

Page 5: Visual Analysis of Ensemble Simulations Lars Linsen Jacobs ...rosuda.org/DMVslides-f/LarsLinsen_DMV.pdf · Microsoft PowerPoint - data_meets_viz_augsburg_2015-06-27 Author: Lars Linsen

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Visualization and Computer Graphics LabJacobs University

Aggregation over space

Page 6: Visual Analysis of Ensemble Simulations Lars Linsen Jacobs ...rosuda.org/DMVslides-f/LarsLinsen_DMV.pdf · Microsoft PowerPoint - data_meets_viz_augsburg_2015-06-27 Author: Lars Linsen

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Visualization and Computer Graphics LabJacobs University

Aggregation over space

Page 7: Visual Analysis of Ensemble Simulations Lars Linsen Jacobs ...rosuda.org/DMVslides-f/LarsLinsen_DMV.pdf · Microsoft PowerPoint - data_meets_viz_augsburg_2015-06-27 Author: Lars Linsen

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Visualization and Computer Graphics LabJacobs University

Ensemble simulations

Goal: Similarity diagrams for multiple simulation runsCompare isosurface similarity of different runs at different points in timeDepict changes over time

Page 8: Visual Analysis of Ensemble Simulations Lars Linsen Jacobs ...rosuda.org/DMVslides-f/LarsLinsen_DMV.pdf · Microsoft PowerPoint - data_meets_viz_augsburg_2015-06-27 Author: Lars Linsen

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Visualization and Computer Graphics LabJacobs University

Synthetic data

Page 9: Visual Analysis of Ensemble Simulations Lars Linsen Jacobs ...rosuda.org/DMVslides-f/LarsLinsen_DMV.pdf · Microsoft PowerPoint - data_meets_viz_augsburg_2015-06-27 Author: Lars Linsen

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Visualization and Computer Graphics LabJacobs University

Climate simulation

Page 10: Visual Analysis of Ensemble Simulations Lars Linsen Jacobs ...rosuda.org/DMVslides-f/LarsLinsen_DMV.pdf · Microsoft PowerPoint - data_meets_viz_augsburg_2015-06-27 Author: Lars Linsen

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Visualization and Computer Graphics LabJacobs University

Astrophysical simulation

Parameter visualization:Brightness encodes mass ratio

Page 11: Visual Analysis of Ensemble Simulations Lars Linsen Jacobs ...rosuda.org/DMVslides-f/LarsLinsen_DMV.pdf · Microsoft PowerPoint - data_meets_viz_augsburg_2015-06-27 Author: Lars Linsen

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Visualization and Computer Graphics LabJacobs University

Aggregation over space and runs

Page 12: Visual Analysis of Ensemble Simulations Lars Linsen Jacobs ...rosuda.org/DMVslides-f/LarsLinsen_DMV.pdf · Microsoft PowerPoint - data_meets_viz_augsburg_2015-06-27 Author: Lars Linsen

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Visualization and Computer Graphics LabJacobs University

Relation to uncertainty

Weather forecast

[ARD] [Whitaker et al.]

Page 13: Visual Analysis of Ensemble Simulations Lars Linsen Jacobs ...rosuda.org/DMVslides-f/LarsLinsen_DMV.pdf · Microsoft PowerPoint - data_meets_viz_augsburg_2015-06-27 Author: Lars Linsen

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Visualization and Computer Graphics LabJacobs University

Aggregation over time, space, and runs

Page 14: Visual Analysis of Ensemble Simulations Lars Linsen Jacobs ...rosuda.org/DMVslides-f/LarsLinsen_DMV.pdf · Microsoft PowerPoint - data_meets_viz_augsburg_2015-06-27 Author: Lars Linsen

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Visualization and Computer Graphics LabJacobs University

Multiple fields

Multi-dimensional attribute space

Page 15: Visual Analysis of Ensemble Simulations Lars Linsen Jacobs ...rosuda.org/DMVslides-f/LarsLinsen_DMV.pdf · Microsoft PowerPoint - data_meets_viz_augsburg_2015-06-27 Author: Lars Linsen

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Visualization and Computer Graphics LabJacobs University

Multiple fields

Continuous representation

Page 16: Visual Analysis of Ensemble Simulations Lars Linsen Jacobs ...rosuda.org/DMVslides-f/LarsLinsen_DMV.pdf · Microsoft PowerPoint - data_meets_viz_augsburg_2015-06-27 Author: Lars Linsen

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Visualization and Computer Graphics LabJacobs University

Conclusion

Volume Data Meets InfoVis needsAggregated viewsStatistical methodsUncertainty visualizationInteractive analysis of Big Data

Page 17: Visual Analysis of Ensemble Simulations Lars Linsen Jacobs ...rosuda.org/DMVslides-f/LarsLinsen_DMV.pdf · Microsoft PowerPoint - data_meets_viz_augsburg_2015-06-27 Author: Lars Linsen

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Visualization and Computer Graphics LabJacobs University

Thank you!