Visualization & HCI

Office	36-226 (by appointment)
Tel.	+49 631 205-3800
Email	garth@rptu.de

Biography

Christoph Garth is a full professor in the Department of Computer Science at the University of Kaiserslautern, Germany, and leads the Scientific Visualization Lab there. After studying Mathematics and Computer Science at the University of Kaiserslautern and obtaining a Ph.D. in Computer Science in 2007, Christoph was a postdoctoral researcher at the Institute for Data Analysis and Visualization at the University of California, Davis. Since 2011, he has been an assistant professor in Computer Science at the University of Kaiserslautern, and became a full professor in 2017.

Christoph’s research agenda encompasses large-scale data analysis and visualization, in-situ visualization, topology-based methods in visualization, and interdisciplinary applications of visualization. His goal is to develop theoretical insights into relevant and practical visualization techniques. He has helped pioneer Lagrangian techniques in flow visualization and demonstrate their utility in in situ scenarios.

Christoph has received an Award for Excellence in Postdoctoral Research, multiple best paper awards. Over the past ten years, he has been a frequent reviewer for leading international journals (IEEE TVCG, IEEE CG&A, Computer Graphics Forum, etc.) and conferences (IEEE Visualization, ACM Supercomputing, etc.). Christoph has served as general chair and paper chair of TopoInVis, and is a member of the TopoInVis workshop series steering committee. He currently serves as a co-chair for the IEEE Symposium on Large Data Analysis and Visualization.

Research Interests

Lagrangian and topological analysis of vector and tensor fields
Visual exploration and analysis of large-scale data
Parallel and scalable visualization algorithms
Feature extraction in Computational Fluid Dynamics problems
Topological methods in visualization
Query-Driven Visualization
Material interface reconstruction
Scientific Visualization
Computer Graphics

Education

10 / 2007 Dr. rer. nat. (Ph. D.) in Computer Science (summa cum laude), Technische Universität Kaiserslautern
01 / 2003 Diplom (M. Sc.), Mathemathics & Computer Science, Technische Universität Kaiserslautern

Professional Experience

since 2017 Full Professor (W3) for Scientific Visualization, Technische Universität Kaiserslautern
2011-2017 Juniorprofessor (W1, tenure track) for Computational Topology, Technische Universität Kaiserslautern
2007–2011 Postdoctoral Researcher, Institute for Data Analysis and Visualization, University of California, Davis
2003–2007 Research Assistant, Department of Computer Science, Technische Universität Kaiserslautern

Awards

2022 Test-of-Time Award (15 years), IEEE Scientific Visualization
2019 Best Paper, IEEE Symposium on Visualization for Cyber Security
2018 Best Paper, Eurographics Symposium on Parallel Graphics and Visualization
2018 Best Paper, IEEE Symposium on Large Data Analysis and Visualization
2017 Student's Teaching Award, Dept. of Computer Science, TU Kaiserslautern
2017 Best Paper, EuroVis – 20th EG/VGTC Conference on Visualization
2014 Best Paper, IEEE Symposium on Large Data Analysis and Visualization
2013 Best Paper, 2013 AIAA/AAS Astrodynamics Specialist Conference
2013 Best Paper, IEEE Scientific Visualization Conference
2013 Student's Teaching Award, Dept. of Computer Science, TU Kaiserslautern
2011 Cover Image Contest, Computer Graphics Forum
2010 Award for Excellence in Postdoctoral Research, University of California, Davis

Publications

2024

F. Wetzels, T. B. Masood, N. H. List, I. Hotz, and C. Garth. Exploring Electron Density Evolution using Merge Tree Mappings. In EuroVis 2024 - Short Papers, 2024. 10.2312/evs.20241069

@inproceedings{10.2312:evs.20241069,
  booktitle = {EuroVis 2024 - Short Papers},
  editor = {Tominski, Christian and Waldner, Manuela and Wang, Bei},
  title = {{Exploring Electron Density Evolution using Merge Tree Mappings}},
  author = {Wetzels, Florian and Masood, Talha Bin and List, Nanna Holmgaard and Hotz, Ingrid and Garth, Christoph},
  year = {2024},
  publisher = {The Eurographics Association},
  isbn = {978-3-03868-251-6},
  doi = {10.2312/evs.20241069}
}

J. Lukasczyk, M. Will, F. Wetzels, G. H. Weber, and C. Garth. ExTreeM: Scalable Augmented Merge Tree Computation via Extremum Graphs. IEEE Transactions on Visualization and Computer Graphics, vol. 30, no. 1, pp. 1085–1094, 2024. 10.1109/TVCG.2023.3326526

@article{10290925,
  author = {Lukasczyk, Jonas and Will, Michael and Wetzels, Florian and Weber, Gunther H. and Garth, Christoph},
  journal = {IEEE Transactions on Visualization and Computer Graphics},
  title = {ExTreeM: Scalable Augmented Merge Tree Computation via Extremum Graphs},
  year = {2024},
  volume = {30},
  number = {1},
  pages = {1085-1094},
  keywords = {Topology;Manifolds;Task analysis;Memory management;Data visualization;Classification algorithms;Data analysis;Scalar field topology;merge trees;persistence pairs;high performance computing},
  doi = {10.1109/TVCG.2023.3326526}
}

F. Wetzels, M. Pont, J. Tierny, and C. Garth. Merge Tree Geodesics and Barycenters with Path Mappings. IEEE Transactions on Visualization and Computer Graphics, vol. 30, no. 1, pp. 1095–1105, 2024. 10.1109/TVCG.2023.3326601

@article{10296528,
  author = {Wetzels, Florian and Pont, Mathieu and Tierny, Julien and Garth, Christoph},
  journal = {IEEE Transactions on Visualization and Computer Graphics},
  title = {Merge Tree Geodesics and Barycenters with Path Mappings},
  year = {2024},
  volume = {30},
  number = {1},
  pages = {1095-1105},
  keywords = {Time series analysis;Data visualization;Level measurement;Task analysis;Layout;Surveys;Interpolation;Topological data analysis;merge trees;scalar data;ensemble data},
  doi = {10.1109/TVCG.2023.3326601}
}

2023

J.-T. Sohns, C. Garth, and H. Leitte. Decision Boundary Visualization for Counterfactual Reasoning. Comput. Graph. Forum, vol. 42, no. 1, pp. 7–20, 2023. 10.1111/cgf.14650

@article{DBLP:journals/cgf/SohnsGL23,
  author = {Sohns, Jan{-}Tobias and Garth, Christoph and Leitte, Heike},
  title = {Decision Boundary Visualization for Counterfactual Reasoning},
  journal = {Comput. Graph. Forum},
  volume = {42},
  number = {1},
  pages = {7--20},
  year = {2023},
  url = {https://doi.org/10.1111/cgf.14650},
  doi = {10.1111/cgf.14650}
}

R. G. C. Maack, J. Lukasczyk, J. Tierny, H. Hagen, R. Maciejewski, and C. Garth. Parallel Computation of Piecewise Linear Morse-Smale Segmentations. IEEE Transactions on Visualization and Computer Graphics, pp. 1–14, 2023. 10.1109/TVCG.2023.3261981

@article{10081444,
  author = {Maack, Robin G. C. and Lukasczyk, Jonas and Tierny, Julien and Hagen, Hans and Maciejewski, Ross and Garth, Christoph},
  journal = {IEEE Transactions on Visualization and Computer Graphics},
  title = {Parallel Computation of Piecewise Linear Morse-Smale Segmentations},
  year = {2023},
  volume = {},
  number = {},
  pages = {1-14},
  doi = {10.1109/TVCG.2023.3261981}
}

E. Nilsson, J. Lukasczyk, T. B. Masood, C. Garth, and I. Hotz. Probabilistic Gradient-Based Extrema Tracking. CoRR, vol. abs/2308.08956, 2023. 10.48550/arXiv.2308.08956

@article{DBLP:journals/corr/abs-2308-08956,
  author = {Nilsson, Emma and Lukasczyk, Jonas and Masood, Talha Bin and Garth, Christoph and Hotz, Ingrid},
  title = {Probabilistic Gradient-Based Extrema Tracking},
  journal = {CoRR},
  volume = {abs/2308.08956},
  year = {2023},
  url = {https://doi.org/10.48550/arXiv.2308.08956},
  doi = {10.48550/arXiv.2308.08956},
  eprinttype = {arXiv},
  eprint = {2308.08956}
}

E. Kinner, M. Glatt, J. C. Aurich, and C. Garth. Visual Analysis and Anomaly Detection of Material Flow in Manufacturing. In Proceedings of the 3rd Conference on Physical Modeling for Virtual Manufacturing Systems and Processes, Cham, 2023, pp. 281–293.
```
@inproceedings{10.1007/978-3-031-35779-4_15,
  author = {Kinner, E. and Glatt, M. and Aurich, J. C. and Garth, C.},
  editor = {Aurich, Jan C. and Garth, Christoph and Linke, Barbara S.},
  title = {Visual Analysis and Anomaly Detection of Material Flow in Manufacturing},
  booktitle = {Proceedings of the 3rd Conference on Physical Modeling for Virtual Manufacturing Systems and Processes},
  year = {2023},
  publisher = {Springer International Publishing},
  address = {Cham},
  pages = {281--293},
  isbn = {978-3-031-35779-4}
}
```
Abstract: The automated tracking of objects in factories via real-time locating systems (RTLS) is gaining increased attention due to its improved availability, technical sophistication, and most of all, its plethora of applications. The tracking of workpieces through their production process, for example, unlocks a detailed understanding of timings, patterns, and bottlenecks. While research mostly focuses on technological advancements, the analysis of the generated data is often left unclear. We propose a visual analysis framework based on ultra-wide-band (UWB) RTLS tracking data of material flow for this purpose. With this, we present an analysis and define a practical approach for how factory-level data can be analyzed. Advanced algorithms adapted from non-adjacent research domains are used to process and detect anomalies in the data, which would otherwise be hidden behind oversimplified analysis methods. Our approach considers different levels of granularity for the analysis in its visualization and, therefore, scales with increasing data sizes effortlessly. We also generated a ground truth dataset of RTLS UWB data with labeled anomaly cases. Combined, we provide a full, end-to-end, efficient processing and multi-visualization analysis pipeline for self-contained yet generalizable UWB RTLS data.
A. Yenpure, S. Sane, R. Binyahib, D. Pugmire, C. Garth, and H. Childs. State-of-the-Art Report on Optimizing Particle Advection Performance. Computer Graphics Forum, vol. 42, no. 3, pp. 517–537, 2023. https://doi.org/10.1111/cgf.14858
```
@article{https://doi.org/10.1111/cgf.14858,
  author = {Yenpure, A. and Sane, S. and Binyahib, R. and Pugmire, D. and Garth, C. and Childs, H.},
  title = {State-of-the-Art Report on Optimizing Particle Advection Performance},
  journal = {Computer Graphics Forum},
  volume = {42},
  number = {3},
  pages = {517-537},
  doi = {https://doi.org/10.1111/cgf.14858},
  url = {https://onlinelibrary.wiley.com/doi/abs/10.1111/cgf.14858},
  eprint = {https://onlinelibrary.wiley.com/doi/pdf/10.1111/cgf.14858},
  year = {2023}
}
```
Abstract: Abstract The computational work to perform particle advection-based flow visualization techniques varies based on many factors, including number of particles, duration, and mesh type. In many cases, the total work is significant, and total execution time (“performance”) is a critical issue. This state-of-the-art report considers existing optimizations for particle advection, using two high-level categories: algorithmic optimizations and hardware efficiency. The sub-categories for algorithmic optimizations include solvers, cell locators, I/O efficiency, and precomputation, while the sub-categories for hardware efficiency all involve parallelism: shared-memory, distributed-memory, and hybrid. Finally, this STAR concludes by identifying current gaps in our understanding of particle advection performance and its optimizations.
A. Schilling et al. Uncertainty-aware spot rejection rate as quality metric for proton therapy using a digital tracking calorimeter. Physics in Medicine & Biology, vol. 68, no. 19, p. 194001, Sep. 2023. 10.1088/1361-6560/acf5c2
```
@article{Schilling_2023,
  doi = {10.1088/1361-6560/acf5c2},
  url = {https://dx.doi.org/10.1088/1361-6560/acf5c2},
  year = {2023},
  month = sep,
  publisher = {IOP Publishing},
  volume = {68},
  number = {19},
  pages = {194001},
  author = {Schilling, Alexander and Aehle, Max and Alme, Johan and Barnaföldi, Gergely Gábor and Bodova, Tea and Borshchov, Vyacheslav and van den Brink, Anthony and Eikeland, Viljar and Feofilov, Gregory and Garth, Christoph and Gauger, Nicolas R and Grøttvik, Ola and Helstrup, Håvard and Igolkin, Sergey and Keidel, Ralf and Kobdaj, Chinorat and Kortus, Tobias and Leonhardt, Viktor and Mehendale, Shruti and Mulawade, Raju Ningappa and Odland, Odd Harald and O’Neill, George and Papp, Gábor and Peitzmann, Thomas and Pettersen, Helge Egil Seime and Piersimoni, Pierluigi and Protsenko, Maksym and Rauch, Max and Rehman, Attiq Ur and Richter, Matthias and Röhrich, Dieter and Santana, Joshua and Seco, Joao and Songmoolnak, Arnon and Sudár, Ákos and Tambave, Ganesh and Tymchuk, Ihor and Ullaland, Kjetil and Varga-Kofarago, Monika and Volz, Lennart and Wagner, Boris and Wendzel, Steffen and Wiebel, Alexander and Xiao, RenZheng and Yang, Shiming and Zillien, Sebastian},
  title = {Uncertainty-aware spot rejection rate as quality metric for proton therapy using a digital tracking calorimeter},
  journal = {Physics in Medicine & Biology}
}
```
Abstract: Objective. Proton therapy is highly sensitive to range uncertainties due to the nature of the dose deposition of charged particles. To ensure treatment quality, range verification methods can be used to verify that the individual spots in a pencil beam scanning treatment fraction match the treatment plan. This study introduces a novel metric for proton therapy quality control based on uncertainties in range verification of individual spots. Approach. We employ uncertainty-aware deep neural networks to predict the Bragg peak depth in an anthropomorphic phantom based on secondary charged particle detection in a silicon pixel telescope designed for proton computed tomography. The subsequently predicted Bragg peak positions, along with their uncertainties, are compared to the treatment plan, rejecting spots which are predicted to be outside the 95% confidence interval. The such-produced spot rejection rate presents a metric for the quality of the treatment fraction. Main results. The introduced spot rejection rate metric is shown to be well-defined for range predictors with well-calibrated uncertainties. Using this method, treatment errors in the form of lateral shifts can be detected down to 1 mm after around 1400 treated spots with spot intensities of 1 × 107 protons. The range verification model used in this metric predicts the Bragg peak depth to a mean absolute error of 1.107 ± 0.015 mm. Significance. Uncertainty-aware machine learning has potential applications in proton therapy quality control. This work presents the foundation for future developments in this area.

F. Wetzels, M. Anders, and C. Garth. Taming Horizontal Instability in Merge Trees: On the Computation of a Comprehensive Deformation-Based Edit Distance. In 2023 Topological Data Analysis and Visualization (TopoInVis), 2023, pp. 82–92. 10.1109/TopoInVis60193.2023.00015

@inproceedings{10363141,
  author = {Wetzels, Florian and Anders, Markus and Garth, Christoph},
  booktitle = {2023 Topological Data Analysis and Visualization (TopoInVis)},
  title = {Taming Horizontal Instability in Merge Trees: On the Computation of a Comprehensive Deformation-Based Edit Distance},
  year = {2023},
  volume = {},
  number = {},
  pages = {82-92},
  keywords = {Data analysis;Shape;Perturbation methods;Data visualization;Stability analysis;Computational complexity;Scalar data;Topological data analysis;Merge trees;Edit distance},
  doi = {10.1109/TopoInVis60193.2023.00015}
}

M. Petersen, J. Lukasczyk, C. Gueunet, T. Chabat, and C. Garth. Extended Visual Programming for Complex Parallel Pipelines in ParaView. In Eurographics Symposium on Parallel Graphics and Visualization, 2023. 10.2312/pgv.20231084

@inproceedings{10.2312:pgv.20231084,
  booktitle = {Eurographics Symposium on Parallel Graphics and Visualization},
  editor = {Bujack, Roxana and Pugmire, David and Reina, Guido},
  title = {{Extended Visual Programming for Complex Parallel Pipelines in ParaView}},
  author = {Petersen, Marvin and Lukasczyk, Jonas and Gueunet, Charles and Chabat, Timothée and Garth, Christoph},
  year = {2023},
  publisher = {The Eurographics Association},
  issn = {1727-348X},
  isbn = {978-3-03868-215-8},
  doi = {10.2312/pgv.20231084}
}

2022

R. N. Mulawade, C. Garth, and A. Wiebel. Saliency Clouds: Visual Analysis of Point Cloud-oriented Deep Neural Networks in DeepRL for Particle Physics. In Machine Learning Methods in Visualisation for Big Data, 2022. 10.2312/mlvis.20221069

@inproceedings{10.2312:mlvis.20221069,
  booktitle = {Machine Learning Methods in Visualisation for Big Data},
  editor = {Archambault, Daniel and Nabney, Ian and Peltonen, Jaakko},
  title = {{Saliency Clouds: Visual Analysis of Point Cloud-oriented Deep Neural Networks in DeepRL for Particle Physics}},
  author = {Mulawade, Raju Ningappa and Garth, Christoph and Wiebel, Alexander},
  year = {2022},
  publisher = {The Eurographics Association},
  isbn = {978-3-03868-182-3},
  doi = {10.2312/mlvis.20221069}
}

F. Wetzels and C. Garth. A Deformation-based Edit Distance for Merge Trees. In 2022 Topological Data Analysis and Visualization (TopoInVis), 2022, pp. 29–38. 10.1109/TopoInVis57755.2022.00010

@inproceedings{9975820,
  author = {Wetzels, Florian and Garth, Christoph},
  booktitle = {2022 Topological Data Analysis and Visualization (TopoInVis)},
  title = {A Deformation-based Edit Distance for Merge Trees},
  year = {2022},
  volume = {},
  number = {},
  pages = {29-38},
  doi = {10.1109/TopoInVis57755.2022.00010}
}

F. Wetzels, H. Leitte, and C. Garth. Branch Decomposition-Independent Edit Distances for Merge Trees. Computer Graphics Forum, vol. 41, no. 3, pp. 367–378, 2022. https://doi.org/10.1111/cgf.14547

@article{https://doi.org/10.1111/cgf.14547,
  author = {Wetzels, Florian and Leitte, Heike and Garth, Christoph},
  title = {Branch Decomposition-Independent Edit Distances for Merge Trees},
  journal = {Computer Graphics Forum},
  volume = {41},
  number = {3},
  pages = {367-378},
  doi = {https://doi.org/10.1111/cgf.14547},
  url = {https://onlinelibrary.wiley.com/doi/abs/10.1111/cgf.14547},
  eprint = {https://onlinelibrary.wiley.com/doi/pdf/10.1111/cgf.14547},
  year = {2022}
}

A. Yenpure, S. Sane, R. Binyahib, D. Pugmire, C. Garth, and H. Childs. A Guide to Particle Advection Performance. CoRR, vol. abs/2201.08440, 2022. arXiv:2201.08440

@article{DBLP:journals/corr/abs-2201-08440,
  author = {Yenpure, Abhishek and Sane, Sudhanshu and Binyahib, Roba and Pugmire, David and Garth, Christoph and Childs, Hank},
  title = {A Guide to Particle Advection Performance},
  journal = {CoRR},
  volume = {abs/2201.08440},
  year = {2022},
  url = {https://arxiv.org/abs/2201.08440},
  eprinttype = {arXiv},
  eprint = {2201.08440},
  timestamp = {Tue, 01 Feb 2022 14:59:01 +0100},
  biburl = {https://dblp.org/rec/journals/corr/abs-2201-08440.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}

E. Nilsson, J. Lukasczyk, W. Engelke, T. B. Masood, G. Svensson, R. Caballero, C. Garth, and I. Hotz. Exploring Cyclone Evolution with Hierarchical Features. In 2022 Topological Data Analysis and Visualization (TopoInVis), 2022, pp. 92–102. 10.1109/TopoInVis57755.2022.00016

@inproceedings{9975824,
  author = {Nilsson, Emma and Lukasczyk, Jonas and Engelke, Wito and Masood, Talha Bin and Svensson, Gunilla and Caballero, Rodrigo and Garth, Christoph and Hotz, Ingrid},
  booktitle = {2022 Topological Data Analysis and Visualization (TopoInVis)},
  title = {Exploring Cyclone Evolution with Hierarchical Features},
  year = {2022},
  volume = {},
  number = {},
  pages = {92-102},
  doi = {10.1109/TopoInVis57755.2022.00016}
}

P. Rüdiger, F. Claus, V. Leonhardt, H. Hagen, J. C. Aurich, and C. Garth. PREVIS - A Combined Machine Learning and Visual Interpolation Approach for Interactive Reverse Engineering in Assembly Quality Control. CoRR, vol. abs/2201.10257, 2022. arXiv:2201.10257

@article{DBLP:journals/corr/abs-2201-10257,
  author = {R{\"{u}}diger, Patrick and Claus, Felix and Leonhardt, Viktor and Hagen, Hans and Aurich, Jan C. and Garth, Christoph},
  title = {{PREVIS} - {A} Combined Machine Learning and Visual Interpolation
                 Approach for Interactive Reverse Engineering in Assembly Quality Control},
  journal = {CoRR},
  volume = {abs/2201.10257},
  year = {2022},
  url = {https://arxiv.org/abs/2201.10257},
  eprinttype = {arXiv},
  eprint = {2201.10257},
  timestamp = {Tue, 01 Feb 2022 14:59:01 +0100},
  biburl = {https://dblp.org/rec/journals/corr/abs-2201-10257.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}

M. Aehle et al. Derivatives in Proton CT. CoRR, vol. abs/2202.05551, 2022. arXiv:2202.05551

@article{DBLP:journals/corr/abs-2202-05551,
  author = {Aehle, Max and Alme, Johan and Barnaf{\"{o}}ldi, Gergely G{\'{a}}bor and Bl{\"{u}}hdorn, Johannes and Bodova, Tea and Borshchov, Vyacheslav and van den Brink, Anthony and Chaar, Mamdouh and Eikeland, Viljar and Feofilov, Gregory and Garth, Christoph and Gauger, Nicolas R. and Genov, Georgi and Gr{\o}ttvik, Ola and Helstrup, H{\aa}vard and Igolkin, Sergey and Keidel, Ralf and Kobdaj, Chinorat and Kortus, Tobias and Leonhardt, Viktor and Mehendale, Shruti and Mulawade, Raju Ningappa and Odland, Odd Harald and O'Neill, George and Papp, G{\'{a}}bor and Peitzmann, Thomas and Pettersen, Helge Egil Seime and Piersimoni, Pierluigi and Pochampalli, Rohit and Protsenko, Maksym and Rauch, Max and Rehman, Attiq Ur and Richter, Matthias and R{\"{o}}hrich, Dieter and Sagebaum, Max and Santana, Joshua and Schilling, Alexander and Seco, Joao and Songmoolnak, Arnon and S{\o}lie, Jarle Rambo and Tambave, Ganesh and Tymchuk, Ihor and Ullaland, Kjetil and Varga{-}Kofarago, Monika and Volz, Lennart and Wagner, Boris and Wendzel, Steffen and Wiebel, Alexander and Xiao, RenZheng and Yang, Shiming and Yokoyama, Hiroki and Zillien, Sebastian},
  title = {Derivatives in Proton {CT}},
  journal = {CoRR},
  volume = {abs/2202.05551},
  year = {2022},
  url = {https://arxiv.org/abs/2202.05551},
  eprinttype = {arXiv},
  eprint = {2202.05551},
  timestamp = {Tue, 01 Mar 2022 14:36:22 +0100},
  biburl = {https://dblp.org/rec/journals/corr/abs-2202-05551.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}

V. Leonhardt, F. Claus, and C. Garth. PEN: Process Estimator neural Network for root cause analysis using graph convolution. Journal of Manufacturing Systems, vol. 62, pp. 886–902, 2022. 10.1016/j.jmsy.2021.11.008

@article{LEONHARDT2022886,
  title = {PEN: Process Estimator neural Network for root cause analysis using graph convolution},
  journal = {Journal of Manufacturing Systems},
  volume = {62},
  pages = {886-902},
  year = {2022},
  issn = {0278-6125},
  doi = {10.1016/j.jmsy.2021.11.008},
  url = {https://www.sciencedirect.com/science/article/pii/S0278612521002363},
  author = {Leonhardt, Viktor and Claus, Felix and Garth, Christoph}
}

A. Lohfink, S. Anton, H. Leitte, and C. Garth. Knowledge Rocks: Adding Knowledge Assistance to Visualization Systems. IEEE Transactions on Visualization & Computer Graphics, vol. 28, no. 01, pp. 1117–1127, Jan. 2022. 10.1109/TVCG.2021.3114687

@article{lagg21,
  author = {Lohfink, A. and Anton, S. and Leitte, H. and Garth, C.},
  journal = {IEEE Transactions on Visualization & Computer Graphics},
  title = {Knowledge Rocks: Adding Knowledge Assistance to Visualization Systems},
  year = {2022},
  volume = {28},
  number = {01},
  issn = {1941-0506},
  pages = {1117-1127},
  keywords = {data visualization;ontologies;knowledge based systems;lesions;computer architecture;rocks;security},
  doi = {10.1109/TVCG.2021.3114687},
  publisher = {IEEE Computer Society},
  address = {Los Alamitos, CA, USA},
  month = jan
}

E. Nilsson, J. Lukasczyk, T. B. Masood, C. Garth, and I. Hotz. Towards Benchmark Data Generation for Feature Tracking in Scalar Fields. In 2022 Topological Data Analysis and Visualization (TopoInVis), 2022, pp. 103–112. 10.1109/TopoInVis57755.2022.00017

@inproceedings{9975817,
  author = {Nilsson, Emma and Lukasczyk, Jonas and Masood, Talha Bin and Garth, Christoph and Hotz, Ingrid},
  booktitle = {2022 Topological Data Analysis and Visualization (TopoInVis)},
  title = {Towards Benchmark Data Generation for Feature Tracking in Scalar Fields},
  year = {2022},
  volume = {},
  number = {},
  pages = {103-112},
  doi = {10.1109/TopoInVis57755.2022.00017}
}

2021

P. Ruediger, C. Garth, H. Hagen, and H. Leitte. Is Smaller Always Better? - Evaluating Video Compression Techniques for Simulation Ensembles. In 2nd International Conference of the DFG International Research Training Group 2057 – Physical Modeling for Virtual Manufacturing (iPMVM 2020), Dagstuhl, Germany, 2021, vol. 89, pp. 10:1–10:18. 10.4230/OASIcs.iPMVM.2020.10

@inproceedings{ruediger_et_al:OASIcs.iPMVM.2020.10,
  author = {Ruediger, Patrick and Garth, Christoph and Hagen, Hans and Leitte, Heike},
  title = {{Is Smaller Always Better? - Evaluating Video Compression Techniques for Simulation Ensembles}},
  booktitle = {2nd International Conference of the DFG International Research Training Group 2057 -- Physical Modeling for Virtual Manufacturing (iPMVM 2020)},
  pages = {10:1--10:18},
  series = {Open Access Series in Informatics (OASIcs)},
  isbn = {978-3-95977-183-2},
  issn = {2190-6807},
  year = {2021},
  volume = {89},
  editor = {Garth, Christoph and Aurich, Jan C. and Linke, Barbara and M\"{u}ller, Ralf and Ravani, Bahram and Weber, Gunther H. and Kirsch, Benjamin},
  publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik},
  address = {Dagstuhl, Germany},
  url = {https://drops.dagstuhl.de/opus/volltexte/2021/13759},
  urn = {urn:nbn:de:0030-drops-137591},
  doi = {10.4230/OASIcs.iPMVM.2020.10},
  annote = {Keywords: Image Database, CinemaDB, Video Compression, Evaluation, Benchmark, In-situ}
}

A.-P. Lohfink and C. Garth. Visitation Graphs: Interactive Ensemble Visualization with Visitation Maps. In 2nd International Conference of the DFG International Research Training Group 2057 – Physical Modeling for Virtual Manufacturing (iPMVM 2020), Dagstuhl, Germany, 2021, vol. 89, pp. 4:1–4:20. 10.4230/OASIcs.iPMVM.2020.4

@inproceedings{lohfink_et_al:OASIcs.iPMVM.2020.4,
  author = {Lohfink, Anna-Pia and Garth, Christoph},
  title = {{Visitation Graphs: Interactive Ensemble Visualization with Visitation Maps}},
  booktitle = {2nd International Conference of the DFG International Research Training Group 2057 -- Physical Modeling for Virtual Manufacturing (iPMVM 2020)},
  pages = {4:1--4:20},
  series = {Open Access Series in Informatics (OASIcs)},
  isbn = {978-3-95977-183-2},
  issn = {2190-6807},
  year = {2021},
  volume = {89},
  editor = {Garth, Christoph and Aurich, Jan C. and Linke, Barbara and M\"{u}ller, Ralf and Ravani, Bahram and Weber, Gunther H. and Kirsch, Benjamin},
  publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik},
  address = {Dagstuhl, Germany},
  url = {https://drops.dagstuhl.de/opus/volltexte/2021/13753},
  urn = {urn:nbn:de:0030-drops-137533},
  doi = {10.4230/OASIcs.iPMVM.2020.4},
  annote = {Keywords: Uncertain flow visualization, Ensemble visualization, Visitation maps, In-situ}
}

E. G. Kinner, J. Lukasczyk, D. H. Rogers, R. Maciejewski, and C. Garth. Interpolation of Scientific Image Databases. In 2nd International Conference of the DFG International Research Training Group 2057 – Physical Modeling for Virtual Manufacturing (iPMVM 2020), Dagstuhl, Germany, 2021, vol. 89, pp. 19:1–19:17. 10.4230/OASIcs.iPMVM.2020.19

@inproceedings{kinner_et_al:OASIcs.iPMVM.2020.19,
  author = {Kinner, Eric Georg and Lukasczyk, Jonas and Rogers, David Honegger and Maciejewski, Ross and Garth, Christoph},
  title = {{Interpolation of Scientific Image Databases}},
  booktitle = {2nd International Conference of the DFG International Research Training Group 2057 -- Physical Modeling for Virtual Manufacturing (iPMVM 2020)},
  pages = {19:1--19:17},
  series = {Open Access Series in Informatics (OASIcs)},
  isbn = {978-3-95977-183-2},
  issn = {2190-6807},
  year = {2021},
  volume = {89},
  editor = {Garth, Christoph and Aurich, Jan C. and Linke, Barbara and M\"{u}ller, Ralf and Ravani, Bahram and Weber, Gunther H. and Kirsch, Benjamin},
  publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik},
  address = {Dagstuhl, Germany},
  url = {https://drops.dagstuhl.de/opus/volltexte/2021/13768},
  urn = {urn:nbn:de:0030-drops-137686},
  doi = {10.4230/OASIcs.iPMVM.2020.19},
  annote = {Keywords: Image Interpolation, Image Database, Cinema Database}
}

A.-P. Lohfink, V. M. Memmesheimer, F. Gartzky, and C. Garth. The Enhanced Security in Process System - Evaluating Knowledge Assistance. In 2021 IEEE Workshop on TRust and EXpertise in Visual Analytics (TREX), 2021, pp. 1–7. 10.1109/TREX53765.2021.00006

@inproceedings{lmgg21,
  author = {Lohfink, Anna-Pia and Memmesheimer, Vera M. and Gartzky, Frederike and Garth, Christoph},
  booktitle = {2021 IEEE Workshop on TRust and EXpertise in Visual Analytics (TREX)},
  title = {The Enhanced Security in Process System - Evaluating Knowledge Assistance},
  year = {2021},
  volume = {},
  number = {},
  pages = {1-7},
  doi = {10.1109/TREX53765.2021.00006}
}

R. B. Bujack, S. Sane, C. Garth, and H. Childs. Survey of Seed Placement and Streamline Selection Techniques. Aug. 2021.

@article{osti_1814735,
  title = {Survey of Seed Placement and Streamline Selection Techniques},
  author = {Bujack, Roxana Barbara and Sane, Sudhanshu and Garth, Christoph and Childs, Hank},
  abstractnote = {},
  doi = {},
  url = {https://www.osti.gov/biblio/1814735},
  journal = {},
  place = {United States},
  year = {2021},
  month = aug
}

A. Lohfink, F. Gartzky, F. Wetzels, L. Vollmer, and C. Garth. Time-Varying Fuzzy Contour Trees. 2021 IEEE Visualization Conference (VIS), pp. 86–90, Oct. 2021. 10.1109/VIS49827.2021.9623286

@article{lgw+21,
  author = {Lohfink, A. and Gartzky, F. and Wetzels, F. and Vollmer, L. and Garth, C.},
  booktitle = {2021 IEEE Visualization Conference (VIS)},
  title = {Time-Varying Fuzzy Contour Trees},
  year = {2021},
  volume = {},
  issn = {},
  pages = {86-90},
  keywords = {navigation;design methodology;conferences;time series analysis;data visualization;spatial databases;topology},
  doi = {10.1109/VIS49827.2021.9623286},
  url = {https://doi.ieeecomputersociety.org/10.1109/VIS49827.2021.9623286},
  publisher = {IEEE Computer Society},
  address = {Los Alamitos, CA, USA},
  month = oct
}

M. Will, Q. Wofford, J. Patchett, D. Rogers, J. Lukasczyk, and C. Garth. Developing and Evaluating In Situ Visualization Algorithms Using Containers. In ISAV’21: In Situ Infrastructures for Enabling Extreme-Scale Analysis and Visualization, New York, NY, USA: Association for Computing Machinery, 2021, pp. 6–11. 10.1145/3490138.3490141
```
@inbook{10.1145/3490138.3490141,
  author = {Will, Michael and Wofford, Quincy and Patchett, John and Rogers, David and Lukasczyk, Jonas and Garth, Christoph},
  title = {Developing and Evaluating In Situ Visualization Algorithms Using Containers},
  year = {2021},
  isbn = {9781450387156},
  publisher = {Association for Computing Machinery},
  address = {New York, NY, USA},
  doi = {10.1145/3490138.3490141},
  booktitle = {ISAV'21: In Situ Infrastructures for Enabling Extreme-Scale Analysis and Visualization},
  pages = {6-11},
  numpages = {6}
}
```
Abstract: Fundamental research into in situ visualization and analysis techniques is difficult to access for visualization researchers due to the overwhelming complexity and effort of constructing and managing in situ software stacks that allow reproducible evaluation of novel in situ visualization and analysis techniques. To address this problem, we describe EZ-ISAV, a work-in-progress towards a framework for easy construction of customizable in situ pipelines in container images. Designed for portability and ease of use, these images are intended to serve as proof-of-concept cases for in situ visualization and analysis research. Furthermore, we describe the EZ-ISAV repository, an open repository of turn-key, ready-made container images that can strongly reduce the overhead of developing and evaluating in situ techniques and provide improved reproducibility and portability of in situ visualization research.

K. Werner and C. Garth. Unordered Task-Parallel Augmented Merge Tree Construction. IEEE Trans. Vis. Comput. Graph., vol. 27, no. 8, pp. 3585–3596, 2021. 10.1109/TVCG.2021.3076875

@article{wg21,
  author = {Werner, Kilian and Garth, Christoph},
  journal = {IEEE Trans. Vis. Comput. Graph.},
  title = {Unordered Task-Parallel Augmented Merge Tree Construction},
  year = {2021},
  volume = {27},
  number = {8},
  pages = {3585-3596},
  doi = {10.1109/TVCG.2021.3076875}
}

H. E. S. Pettersen et al. Investigating particle track topology for range telescopes in particle radiography using convolutional neural networks. Acta Oncologica, 2021. 10.1080/0284186X.2021.1949037

@article{paa+21,
  author = {Pettersen, Helge Egil Seime and Aehle, Max and Alme, Johan and Barnaf{\"{o}}ldi, Gergely G{\'{a}}bor and Borshchov, Vyacheslav and van den Brink, Anthony and Chaar, Mamdouh and Eikeland, Viljar and Feofilov, Grigory and Garth, Christoph and Gauger, Nicolas R. and Genov, Georgi and Gr{\o}ttvik, Ola and Helstrup, H{\aa}vard and Igolkin, Sergey and Keidel, Ralf and Kobdaj, Chinorat and Kortus, Tobias and Leonhardt, Viktor and Mehendale, Shruti and Mulawade, Raju Ningappa and Odland, Odd Harald and Papp, G{\'{a}}bor and Peitzmann, Thomas and Piersimoni, Pierluigi and Protsenko, Maksym and Rehman, Attiq Ur and Richter, Matthias and Santana, Joshua and Schilling, Alexander and Seco, Joao and Songmoolnak, Arnon and S{\o}lie, Jarle Rambo and Tambave, Ganesh and Tymchuk, Ihor and Ullaland, Kjetil and Varga-Kofarago, Monika and Volz, Lennart and Wagner, Boris and Wendzel, Steffen and Wiebel, Alexander and Xiao, RenZheng and Yang, Shiming and Yokoyama, Hiroki and Zillien, Sebastian and R{\"{o}}hrich, Dieter},
  title = {Investigating particle track topology for range telescopes in particle radiography using convolutional neural networks},
  journal = {Acta Oncologica},
  year = {2021},
  publisher = {Taylor & Francis},
  doi = {10.1080/0284186X.2021.1949037}
}

J. Lukasczyk, C. Garth, R. Maciejewski, and J. Tierny. Localized Topological Simplification of Scalar Data. IEEE Trans. Vis. Comput. Graph., vol. 27, no. 2, pp. 572–582, 2021. 10.1109/TVCG.2020.3030353

@article{lgmt21,
  author = {Lukasczyk, Jonas and Garth, Christoph and Maciejewski, Ross and Tierny, Julien},
  title = {Localized Topological Simplification of Scalar Data},
  journal = {{IEEE} Trans. Vis. Comput. Graph.},
  volume = {27},
  number = {2},
  pages = {572--582},
  year = {2021},
  url = {https://doi.org/10.1109/TVCG.2020.3030353},
  doi = {10.1109/TVCG.2020.3030353},
  timestamp = {Wed, 03 Feb 2021 15:48:32 +0100},
  biburl = {https://dblp.org/rec/journals/tvcg/LukasczykGMT21.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}

2020

S. Sane, A. Yenpure, R. Bujack, M. Larsen, K. Moreland, C. Garth, and H. Childs. Scalable In Situ Lagrangian Flow Map Extraction: Demonstrating the Viability of a Communication-Free Model. CoRR, vol. abs/2004.02003, 2020. arXiv:2004.02003

@article{sybl+20,
  archiveprefix = {arXiv},
  author = {Sane, Sudhanshu and Yenpure, Abhishek and Bujack, Roxana and Larsen, Matthew and Moreland, Kenneth and Garth, Christoph and Childs, Hank},
  eprint = {2004.02003},
  journal = {CoRR},
  timestamp = {Wed, 08 Apr 2020 17:08:25 +0200},
  title = {Scalable In Situ Lagrangian Flow Map Extraction:
  		  Demonstrating the Viability of a Communication-Free Model},
  url = {https://arxiv.org/abs/2004.02003},
  volume = {abs/2004.02003},
  year = {2020}
}

S. Sane, R. Bujack, C. Garth, and H. Childs. A Survey of Seed Placement and Streamline Selection Techniques. Comput. Graph. Forum, vol. 39, no. 3, pp. 785–809, 2020. 10.1111/cgf.14036

@article{sbgc20,
  author = {Sane, Sudhanshu and Bujack, Roxana and Garth, Christoph and Childs, Hank},
  doi = {10.1111/cgf.14036},
  journal = {Comput. Graph. Forum},
  number = {3},
  pages = {785--809},
  timestamp = {Tue, 11 Aug 2020 16:44:21 +0200},
  title = {A Survey of Seed Placement and Streamline Selection
  		  Techniques},
  url = {https://doi.org/10.1111/cgf.14036},
  volume = {39},
  year = {2020}
}

A. P. Lohfink, F. Wetzels, J. Lukasczyk, G. H. Weber, and C. Garth. Fuzzy Contour Trees: Alignment and Joint Layout of Multiple Contour Trees. Comput. Graph. Forum, vol. 39, no. 3, pp. 343–355, 2020. 10.1111/cgf.13985

@article{lwlw+20,
  author = {Lohfink, Anna Pia and Wetzels, Florian and Lukasczyk, Jonas and Weber, Gunther H. and Garth, Christoph},
  doi = {10.1111/cgf.13985},
  journal = {Comput. Graph. Forum},
  number = {3},
  pages = {343--355},
  timestamp = {Wed, 26 Aug 2020 11:04:47 +0200},
  title = {Fuzzy Contour Trees: Alignment and Joint Layout of
  		  Multiple Contour Trees},
  url = {https://doi.org/10.1111/cgf.13985},
  volume = {39},
  year = {2020}
}

J. Lukasczyk, C. Garth, G. H. Weber, T. Biedert, R. Maciejewski, and H. Leitte. Dynamic Nested Tracking Graphs. IEEE Trans. Vis. Comput. Graph., vol. 26, no. 1, pp. 249–258, 2020. 10.1109/TVCG.2019.2934368

@article{lgwb+20,
  author = {Lukasczyk, Jonas and Garth, Christoph and Weber, Gunther H. and Biedert, Tim and Maciejewski, Ross and Leitte, Heike},
  doi = {10.1109/TVCG.2019.2934368},
  journal = {{IEEE} Trans. Vis. Comput. Graph.},
  number = {1},
  pages = {249--258},
  timestamp = {Mon, 15 Jun 2020 16:51:31 +0200},
  title = {Dynamic Nested Tracking Graphs},
  url = {https://doi.org/10.1109/TVCG.2019.2934368},
  volume = {26},
  year = {2020}
}

K. Werner and C. Garth. Alternative Parameters for On-The-Fly Simplification of MergeTrees. In 20th Eurographics Symposium on Parallel Graphics and Visualization, Norrköping, Sweden, May 25, 2020, 2020, pp. 75–79. 10.2312/pgv.20201077

@inproceedings{wg20,
  author = {Werner, Kilian and Garth, Christoph},
  booktitle = {20th Eurographics Symposium on Parallel Graphics and
  		  Visualization, Norrk{\"{o}}ping, Sweden, May 25, 2020},
  doi = {10.2312/pgv.20201077},
  editor = {Frey, Steffen and Huang, Jian and Sadlo, Filip},
  pages = {75--79},
  publisher = {Eurographics Association},
  timestamp = {Wed, 01 Jul 2020 12:28:28 +0200},
  title = {Alternative Parameters for On-The-Fly Simplification of
  		  MergeTrees},
  url = {https://doi.org/10.2312/pgv.20201077},
  year = {2020}
}

A. P. Lohfink, S. D. Antón, H. D. Schotten, H. Leitte, and C. Garth. Security in Process: Visually Supported Triage Analysis in Industrial Process Data. IEEE Trans. Vis. Comput. Graph., vol. 26, no. 4, pp. 1638–1649, 2020. 10.1109/TVCG.2020.2969007
```
@article{lasl+20,
  author = {Lohfink, Anna Pia and Ant{\'{o}}n, Simon Duque and Schotten, Hans Dieter and Leitte, Heike and Garth, Christoph},
  doi = {10.1109/TVCG.2020.2969007},
  journal = {{IEEE} Trans. Vis. Comput. Graph.},
  number = {4},
  pages = {1638--1649},
  timestamp = {Sat, 30 May 2020 19:47:52 +0200},
  title = {Security in Process: Visually Supported Triage Analysis in
  		  Industrial Process Data},
  url = {https://doi.org/10.1109/TVCG.2020.2969007},
  volume = {26},
  year = {2020}
}
```
Abstract: Operation technology networks, i.e. hard- and software used for monitoring and controlling physical/industrial processes, have been considered immune to cyber attacks for a long time. A recent increase of attacks in these networks proves this assumption wrong. Several technical constraints lead to approaches to detect attacks on industrial processes using available sensor data. This setting differs fundamentally from anomaly detection in IT-network traffic and requires new visualization approaches adapted to the common periodical behavior in OT-network data. We present a tailored visualization system that utilizes inherent features of measurements from industrial processes to full capacity to provide insight into the data and support triage analysis by laymen and experts. The novel combination of spiral plots with results from anomaly detection was implemented in an interactive system. The capabilities of our system are demonstrated using sensor and actuator data from a real-world water treatment process with introduced attacks. Exemplary analysis strategies are presented. Finally, we evaluate effectiveness and usability of our system and perform an expert evaluation.

I. Hotz, R. Bujack, C. Garth, and B. Wang. Mathematical Foundations in Visualization. In Foundations of Data Visualization, M. Chen, H. Hauser, P. Rheingans, and G. Scheuermann, Eds. Springer, 2020, pp. 87–119. 10.1007/978-3-030-34444-3_5

@incollection{hbgw20,
  author = {Hotz, Ingrid and Bujack, Roxana and Garth, Christoph and Wang, Bei},
  booktitle = {Foundations of Data Visualization},
  doi = {10.1007/978-3-030-34444-3\_5},
  editor = {Chen, Min and Hauser, Helwig and Rheingans, Penny and Scheuermann, Gerik},
  pages = {87--119},
  publisher = {Springer},
  timestamp = {Thu, 20 Aug 2020 18:53:06 +0200},
  title = {Mathematical Foundations in Visualization},
  url = {https://doi.org/10.1007/978-3-030-34444-3\_5},
  year = {2020}
}

H. Childs et al. A Terminology for In Situ Visualization and Analysis Systems. International Journal of High Performance Computing Applications, vol. 34, no. 6, pp. 676–691, Nov. 2020. 10.1177/1094342020935991

@article{caab+20,
  author = {Childs, Hank and Ahern, Sean D. and Ahrens, James and Bauer, Andrew C. and Bennett, Janine and Bethel, E. Wes and Bremer, Peer-Timo and Brugger, Eric and Cottam, Joseph and Dorier, Matthieu and Dutta, Soumya and Favre, Jean M. and Fogal, Thomas and Frey, Steffen and Garth, Christoph and Geveci, Berk and Godoy, William F. and Hansen, Charles D. and Harrison, Cyrus and Hentschel, Bernd and Insley, Joseph and Johnson, Chris R. and Klasky, Scott and Knoll, Aaron and Kress, James and Larsen, Matthew and Lofstead, Jay and Ma, Kwan-Liu and Malakar, Preeti and Meredith, Jeremy and Moreland, Kenneth and Navr\'{a}til, Paul and O'Leary, Patrick and Parashar, Manish and Pascucci, Valerio and Patchett, John and Peterka, Tom and Petruzza, Steve and Podhorszki, Norbert and Pugmire, David and Rasquin, Michel and Rizzi, Silvio and Rogers, David H. and Sane, Sudhanshu and Sauer, Franz and Sisneros, Robert and Shen, Han-Wei and Usher, Will and Vickery, Rhonda and Vishwanath, Venkatram and Wald, Ingo and Wang, Ruonan and Weber, Gunther H. and Whitlock, Brad and Wolf, Matthew and Yu, Hongfeng and Ziegeler, Sean B.},
  doi = {10.1177/1094342020935991},
  journal = {International Journal of High Performance Computing
  		  Applications},
  month = nov,
  number = {6},
  pages = {676--691},
  title = {{A Terminology for In Situ Visualization and Analysis
  		  Systems}},
  volume = {34},
  year = {2020}
}

R. Bujack, L. Yan, I. Hotz, C. Garth, and B. Wang. State of the Art in Time-Dependent Flow Topology: Interpreting Physical Meaningfulness Through Mathematical Properties. Comput. Graph. Forum, vol. 39, no. 3, pp. 811–835, 2020. 10.1111/cgf.14037

@article{byhg+20,
  author = {Bujack, Roxana and Yan, Lin and Hotz, Ingrid and Garth, Christoph and Wang, Bei},
  doi = {10.1111/cgf.14037},
  journal = {Comput. Graph. Forum},
  number = {3},
  pages = {811--835},
  timestamp = {Wed, 26 Aug 2020 11:04:47 +0200},
  title = {State of the Art in Time-Dependent Flow Topology:
  		  Interpreting Physical Meaningfulness Through Mathematical
  		  Properties},
  url = {https://doi.org/10.1111/cgf.14037},
  volume = {39},
  year = {2020}
}

G. Aldrich, J. Lukasczyk, J. D. Hyman, G. Srinivasan, H. S. Viswanathan, C. Garth, H. Leitte, J. P. Ahrens, and B. Hamann. A Query-Based Framework for Searching, Sorting, and Exploring Data Ensembles. Comput. Sci. Eng., vol. 22, no. 2, pp. 64–76, 2020. 10.1109/MCSE.2019.2908104

@article{alhs+20,
  author = {Aldrich, Garrett and Lukasczyk, Jonas and Hyman, Jeffrey D. and Srinivasan, Gowri and Viswanathan, Hari S. and Garth, Christoph and Leitte, Heike and Ahrens, James P. and Hamann, Bernd},
  doi = {10.1109/MCSE.2019.2908104},
  journal = {Comput. Sci. Eng.},
  number = {2},
  pages = {64--76},
  timestamp = {Thu, 19 Mar 2020 10:24:12 +0100},
  title = {A Query-Based Framework for Searching, Sorting, and
  		  Exploring Data Ensembles},
  url = {https://doi.org/10.1109/MCSE.2019.2908104},
  volume = {22},
  year = {2020}
}

A. Keksel, A. P. Lohfink, M. Eifler, C. Garth, and J. Seewig. Virtual topography measurement with transfer functions derived by fitted time series models. Measurement Science and Technology, vol. 31, no. 5, p. 055008, 2020. 10.1088/1361-6501/ab5131

@article{klegs20,
  title = {Virtual topography measurement with transfer functions derived by fitted time series models},
  author = {Keksel, A and Lohfink, AP and Eifler, M and Garth, C and Seewig, J},
  journal = {Measurement Science and Technology},
  volume = {31},
  number = {5},
  pages = {055008},
  year = {2020},
  publisher = {IOP Publishing},
  doi = {10.1088/1361-6501/ab5131},
  url = {https://doi.org/10.1088/1361-6501/ab5131}
}

2019

H. Childs, J. Bennett, C. Garth, B. Hentschel, and T.-M. Rhyne. In Situ Visualization for Computational Science. IEEE Computer Graphics and Applications, vol. 39, no. 6, pp. 76–85, 2019. 10.1109/MCG.2019.2936674

@article{cbgh+19,
  author = {Childs, Hank and Bennett, Janine and Garth, Christoph and Hentschel, Bernd and Rhyne, Theresa{-}Marie},
  doi = {10.1109/MCG.2019.2936674},
  journal = {{IEEE} Computer Graphics and Applications},
  number = {6},
  pages = {76--85},
  timestamp = {Sat, 30 May 2020 19:57:33 +0200},
  title = {In Situ Visualization for Computational Science},
  url = {https://doi.org/10.1109/MCG.2019.2936674},
  volume = {39},
  year = {2019}
}

T. Bin Masood et al. An Overview of the Topology ToolKit. Nykoping, Sweden, Jun. 2019. https://hal.archives-ouvertes.fr/hal-02159838

@inproceedings{b-mbff+19,
  address = {Nykoping, Sweden},
  author = {Bin Masood, Talha and Budin, Joseph and Falk, Martin and Favelier, Guillaume and Garth, Christoph and Gueunet, Charles and Guillou, Pierre and Hofmann, Lutz and Hristov, Petar and Kamakshidasan, Adhitya and Kappe, Christopher and Klacansky, Pavol and Laurin, Patrick and Levine, Joshua A and Lukasczyk, Jonas and Sakurai, Daisuke and Soler, Maxime and Steneteg, Peter and Tierny, Julien and Usher, Will and Vidal, Jules and Wozniak, Michal},
  booktitle = {{TopoInVis 2019 - Topological Methods in Data Analysis and
  		  Visualization}},
  hal_id = {hal-02159838},
  hal_version = {v3},
  month = jun,
  pdf = {https://hal.archives-ouvertes.fr/hal-02159838v3/file/paper.pdf},
  title = {{An Overview of the Topology ToolKit}},
  url = {https://hal.archives-ouvertes.fr/hal-02159838},
  year = {2019}
}

S. D. D. Antón, A. P. Lohfink, C. Garth, and H. D. Schotten. Security in Process: Detecting Attacks in Industrial Process Data. In Proceedings of the Third Central European Cybersecurity Conference, CECC 2019, Munich, Germany, November 14-15, 2019, 2019, pp. 5:1–5:6. 10.1145/3360664.3360669

@inproceedings{algs19,
  author = {Ant{\'{o}}n, Simon D. Duque and Lohfink, Anna Pia and Garth, Christoph and Schotten, Hans Dieter},
  booktitle = {Proceedings of the Third Central European Cybersecurity
  		  Conference, {CECC} 2019, Munich, Germany, November 14-15,
  		  2019},
  doi = {10.1145/3360664.3360669},
  pages = {5:1--5:6},
  publisher = {{ACM}},
  timestamp = {Fri, 27 Dec 2019 21:19:53 +0100},
  title = {Security in Process: Detecting Attacks in Industrial
  		  Process Data},
  url = {https://doi.org/10.1145/3360664.3360669},
  year = {2019}
}

M. Falk, C. Garth, C. Gueunet, J. A. Levine, J. Lukasczyk, J. Tierny, and J. Vidal. Topological Data Analysis Made Easy with the Topology ToolKit, A Sequel. Vancouver, Canada, Oct. 2019. https://hal.archives-ouvertes.fr/hal-02267191

@inproceedings{fggl+19,
  address = {Vancouver, Canada},
  author = {Falk, Martin and Garth, Christoph and Gueunet, Charles and Levine, Joshua A and Lukasczyk, Jonas and Tierny, Julien and Vidal, Jules},
  booktitle = {{IEEE VIS Tutorials}},
  hal_id = {hal-02267191},
  hal_version = {v1},
  month = oct,
  pdf = {https://hal.archives-ouvertes.fr/hal-02267191/file/template.pdf},
  title = {{Topological Data Analysis Made Easy with the Topology
  		  ToolKit, A Sequel}},
  url = {https://hal.archives-ouvertes.fr/hal-02267191},
  year = {2019}
}

2018

S. Li, N. Marsaglia, C. Garth, J. L. Woodring, J. Clyne, and H. Childs. Data Reduction Techniques for Simulation, Visualization and Data Analysis. Computer Graphics Forum, vol. 37, no. 6, pp. 422–447, 2018. 10.1111/cgf.13336
```
@article{lmgw+18,
  author = {Li, Samuel and Marsaglia, Nicole and Garth, Christoph and Woodring, Jonathan L. and Clyne, John and Childs, Hank},
  doi = {10.1111/cgf.13336},
  journal = {Computer Graphics Forum},
  number = {6},
  pages = {422--447},
  title = {Data Reduction Techniques for Simulation, Visualization
  		  and Data Analysis},
  volume = {37},
  year = {2018}
}
```
Abstract: Abstract Data reduction is increasingly being applied to scientific data for numerical simulations, scientific visualizations and data analyses. It is most often used to lower I/O and storage costs, and sometimes to lower in-memory data size as well. With this paper, we consider five categories of data reduction techniques based on their information loss: (1) truly lossless, (2) near lossless, (3) lossy, (4) mesh reduction and (5) derived representations. We then survey available techniques in each of these categories, summarize their properties from a practical point of view and discuss relative merits within a category. We believe, in total, this work will enable simulation scientists and visualization/data analysis scientists to decide which data reduction techniques will be most helpful for their needs.

M. W. Hlawitschka, J. Schäfer, L. Jöckel, M. Hummel, C. Garth, and H.-J. Bart. CFD Simulation and Visualization of Reactive Bubble Columns. Journal of Chemical Engineering of Japan, vol. 51, no. 4, pp. 356–365, 2018.

@article{hsjh+18,
  author = {Hlawitschka, Mark Werner and Sch{\"a}fer, Jan and J{\"o}ckel, Lisa and Hummel, Mathias and Garth, Christoph and Bart, Hans-J{\"o}rg},
  journal = {Journal of Chemical Engineering of Japan},
  keywords = {check},
  number = {4},
  pages = {356--365},
  publisher = {The Society of Chemical Engineers, Japan},
  title = {CFD Simulation and Visualization of Reactive Bubble
  		  Columns},
  volume = {51},
  year = {2018}
}

T. Biedert, J.-T. Sohns, S. Schröder, J. Amstutz, I. Wald, and C. Garth. Direct Raytracing of Particle-based Fluid Surfaces Using Anisotropic Kernels. In EGPGV 2018: Eurographics Symposium on Parallel Graphics and Visualization, Brno, Czech Republic, June 4, 2018, 2018, pp. 1–11. 10.2312/pgv20181090

@inproceedings{bssa+18,
  author = {Biedert, Tim and Sohns, Jan{-}Tobias and Schr{\"{o}}der, Simon and Amstutz, Jefferson and Wald, Ingo and Garth, Christoph},
  booktitle = {{EGPGV} 2018: Eurographics Symposium on Parallel Graphics
  		  and Visualization, Brno, Czech Republic, June 4, 2018},
  doi = {10.2312/pgv20181090},
  pages = {1--11},
  timestamp = {Thu, 05 Jul 2018 15:37:07 +0200},
  title = {Direct Raytracing of Particle-based Fluid Surfaces Using
  		  Anisotropic Kernels},
  url = {https://doi.org/10.2312/pgv20181090},
  year = {2018}
}

T. Biedert, P. Messmer, T. Fogal, and C. Garth. Hardware-Accelerated Multi-Tile Streaming for Realtime Remote Visualization. In EGPGV 2018: Eurographics Symposium on Parallel Graphics and Visualization, Brno, Czech Republic, June 4, 2018, 2018, pp. 33–43. 10.2312/pgv20181093

@inproceedings{bmfg18,
  author = {Biedert, Tim and Messmer, Peter and Fogal, Thomas and Garth, Christoph},
  booktitle = {{EGPGV} 2018: Eurographics Symposium on Parallel Graphics
  		  and Visualization, Brno, Czech Republic, June 4, 2018},
  doi = {10.2312/pgv20181093},
  pages = {33--43},
  timestamp = {Thu, 05 Jul 2018 15:37:07 +0200},
  title = {Hardware-Accelerated Multi-Tile Streaming for Realtime
  		  Remote Visualization},
  url = {https://doi.org/10.2312/pgv20181093},
  year = {2018}
}

J. Lukasczyk, E. Kinner, J. P. Ahrens, H. Leitte, and C. Garth. VOIDGA: A View-Approximation Oriented Image Database Generation Approach. In 8th IEEE Symposium on Large Data Analysis and Visualization, LDAV 2018, Berlin, Germany, October 21, 2018, 2018, pp. 12–22. 10.1109/LDAV.2018.8739204

@inproceedings{lkal+18,
  author = {Lukasczyk, Jonas and Kinner, Eric and Ahrens, James P. and Leitte, Heike and Garth, Christoph},
  booktitle = {8th {IEEE} Symposium on Large Data Analysis and
  		  Visualization, {LDAV} 2018, Berlin, Germany, October 21,
  		  2018},
  doi = {10.1109/LDAV.2018.8739204},
  pages = {12--22},
  publisher = {{IEEE}},
  timestamp = {Wed, 16 Oct 2019 14:14:53 +0200},
  title = {{VOIDGA:} {A} View-Approximation Oriented Image Database
  		  Generation Approach},
  url = {https://doi.org/10.1109/LDAV.2018.8739204},
  year = {2018}
}

J. C. Bennett, H. Childs, C. Garth, and B. Hentschel. In Situ Visualization for Computational Science (Dagstuhl Seminar 18271). Dagstuhl Reports, vol. 8, no. 7, pp. 1–43, 2018. 10.4230/DagRep.8.7.1

@article{bcgh18,
  author = {Bennett, Janine C. and Childs, Hank and Garth, Christoph and Hentschel, Bernd},
  doi = {10.4230/DagRep.8.7.1},
  journal = {Dagstuhl Reports},
  number = {7},
  pages = {1--43},
  timestamp = {Thu, 24 Jan 2019 09:17:46 +0100},
  title = {In Situ Visualization for Computational Science (Dagstuhl
  		  Seminar 18271)},
  url = {https://doi.org/10.4230/DagRep.8.7.1},
  volume = {8},
  year = {2018}
}

2017

J. Lukasczyk, G. H. Weber, R. Maciejewski, C. Garth, and H. Leitte. Nested Tracking Graphs. Comput. Graph. Forum, vol. 36, no. 3, pp. 12–22, 2017. 10.1111/cgf.13164

@article{lwmg+17,
  author = {Lukasczyk, Jonas and Weber, Gunther H. and Maciejewski, Ross and Garth, Christoph and Leitte, Heike},
  doi = {10.1111/cgf.13164},
  journal = {Comput. Graph. Forum},
  number = {3},
  pages = {12--22},
  timestamp = {Mon, 17 Jul 2017 16:13:51 +0200},
  title = {Nested Tracking Graphs},
  url = {https://doi.org/10.1111/cgf.13164},
  volume = {36},
  year = {2017}
}

M. Hummel, L. Jöckel, J. Schäfer, M. W. Hlawitschka, and C. Garth. Visualizing Probabilistic Multi-Phase Fluid Simulation Data using a Sampling Approach. Comput. Graph. Forum, vol. 36, no. 3, pp. 469–477, 2017. 10.1111/cgf.13203

@article{hjsh+17a,
  author = {Hummel, Mathias and J{\"{o}}ckel, L. and Sch{\"{a}}fer, J. and Hlawitschka, Mark W. and Garth, Christoph},
  doi = {10.1111/cgf.13203},
  journal = {Comput. Graph. Forum},
  number = {3},
  pages = {469--477},
  timestamp = {Thu, 09 Aug 2018 12:03:06 +0200},
  title = {Visualizing Probabilistic Multi-Phase Fluid Simulation
  		  Data using a Sampling Approach},
  url = {https://doi.org/10.1111/cgf.13203},
  volume = {36},
  year = {2017}
}

M. Hummel, L. Jöckel, J. Schäfer, M. W. Hlawitschka, and C. Garth. Evaluating Sampling Strategies for Visualizing Uncertain Multi-Phase Fluid Simulation Data. In Applied Mechanics and Materials, 2017, vol. 869, pp. 139–148. 10.4028/www.scientific.net/AMM.869.139

@inproceedings{hjsh+17,
  author = {Hummel, Mathias and J{\"o}ckel, Lisa and Sch{\"a}fer, Jan and Hlawitschka, Mark W and Garth, Christoph},
  booktitle = {Applied Mechanics and Materials},
  organization = {Trans Tech Publ},
  pages = {139--148},
  title = {Evaluating Sampling Strategies for Visualizing Uncertain
  		  Multi-Phase Fluid Simulation Data},
  volume = {869},
  year = {2017},
  doi = {10.4028/www.scientific.net/AMM.869.139}
}

L. Huettenberger, K. Feige, M. Böttinger, and C. Garth. Analyzing Climate Simulation Ensembles Using Pareto Sets. 2017.

@inproceedings{hfbg17,
  author = {Huettenberger, L and Feige, K and B{\"o}ttinger, Michael and Garth, Christoph},
  booktitle = {IEEE Vis2017},
  keywords = {check},
  title = {Analyzing Climate Simulation Ensembles Using Pareto Sets},
  year = {2017}
}

T. Biedert, K. Werner, B. Hentschel, and C. Garth. A Task-Based Parallel Rendering Component For Large-Scale Visualization Applications. In EGPGV17: Eurographics Symposium on Parallel Graphics and Visualization, Barcelona, Spain, June 12-13, 2017, 2017, pp. 63–71. 10.2312/pgv.20171094

@inproceedings{bwhg17,
  author = {Biedert, Tim and Werner, Kilian and Hentschel, Bernd and Garth, Christoph},
  booktitle = {{EGPGV17:} Eurographics Symposium on Parallel Graphics and
  		  Visualization, Barcelona, Spain, June 12-13, 2017},
  doi = {10.2312/pgv.20171094},
  pages = {63--71},
  timestamp = {Wed, 01 Aug 2018 19:38:47 +0200},
  title = {A Task-Based Parallel Rendering Component For Large-Scale
  		  Visualization Applications},
  url = {https://doi.org/10.2312/pgv.20171094},
  year = {2017}
}

R. Bleile, L. Sugiyama, C. Garth, and H. Childs. Accelerating advection via approximate block exterior flow maps. In Visualization and Data Analysis 2017, Burlingame, CA, USA, 29 January 2017 - 2 February 2017, 2017, pp. 140–148. 10.2352/ISSN.2470-1173.2017.1.VDA-397

@inproceedings{bsgc17,
  author = {Bleile, Ryan and Sugiyama, Linda and Garth, Christoph and Childs, Hank},
  booktitle = {Visualization and Data Analysis 2017, Burlingame, CA, USA,
  		  29 January 2017 - 2 February 2017},
  doi = {10.2352/ISSN.2470-1173.2017.1.VDA-397},
  pages = {140--148},
  timestamp = {Mon, 20 Aug 2018 10:42:24 +0200},
  title = {Accelerating advection via approximate block exterior flow
  		  maps},
  url = {https://doi.org/10.2352/ISSN.2470-1173.2017.1.VDA-397},
  year = {2017}
}

T. Vierjahn, A. Schnorr, B. Weyers, D. Denker, I. Wald, C. Garth, T. W. Kuhlen, and B. Hentschel. Interactive Exploration of Dissipation Element Geometry. In EGPGV17: Eurographics Symposium on Parallel Graphics and Visualization, Barcelona, Spain, June 12-13, 2017, 2017, pp. 53–62. 10.2312/pgv.20171093

@inproceedings{vswd+17,
  author = {Vierjahn, Tom and Schnorr, Andrea and Weyers, Benjamin and Denker, Dominik and Wald, Ingo and Garth, Christoph and Kuhlen, Torsten W. and Hentschel, Bernd},
  booktitle = {{EGPGV17:} Eurographics Symposium on Parallel Graphics and
  		  Visualization, Barcelona, Spain, June 12-13, 2017},
  doi = {10.2312/pgv.20171093},
  pages = {53--62},
  timestamp = {Wed, 01 Aug 2018 19:38:46 +0200},
  title = {Interactive Exploration of Dissipation Element Geometry},
  url = {https://doi.org/10.2312/pgv.20171093},
  year = {2017}
}

2016

C. Heine, H. Leitte, M. Hlawitschka, F. Iuricich, L. D. Floriani, G. Scheuermann, H. Hagen, and C. Garth. A Survey of Topology-based Methods in Visualization. Comput. Graph. Forum, vol. 35, no. 3, pp. 643–667, 2016. 10.1111/cgf.12933

@article{hlhi+16,
  author = {Heine, Christian and Leitte, Heike and Hlawitschka, Mario and Iuricich, Federico and Floriani, Leila De and Scheuermann, Gerik and Hagen, Hans and Garth, Christoph},
  doi = {10.1111/cgf.12933},
  journal = {Comput. Graph. Forum},
  number = {3},
  pages = {643--667},
  timestamp = {Fri, 26 May 2017 22:53:55 +0200},
  title = {A Survey of Topology-based Methods in Visualization},
  url = {https://doi.org/10.1111/cgf.12933},
  volume = {35},
  year = {2016}
}

M. Hummel, R. Bujack, K. I. Joy, and C. Garth. Error Estimates for Lagrangian Flow Field Representations. In Eurographics Conference on Visualization, EuroVis 2016, Short Papers, Groningen, The Netherlands, 6-10 June 2016., 2016, pp. 7–11. 10.2312/eurovisshort.20161153

@inproceedings{hbjg16,
  author = {Hummel, Mathias and Bujack, Roxana and Joy, Kenneth I. and Garth, Christoph},
  booktitle = {Eurographics Conference on Visualization, EuroVis 2016,
  		  Short Papers, Groningen, The Netherlands, 6-10 June 2016.},
  doi = {10.2312/eurovisshort.20161153},
  pages = {7--11},
  timestamp = {Thu, 09 Aug 2018 18:02:31 +0200},
  title = {Error Estimates for Lagrangian Flow Field
  		  Representations},
  url = {https://doi.org/10.2312/eurovisshort.20161153},
  year = {2016}
}

M. W. Hlawitschka, J. Schäfer, M. Hummel, C. Garth, and H.-J. Bart. Populationsbilanzmodellierung mit einem Mehrphasen-CFD-Code und vergleichende Visualisierung. Chemie Ingenieur Technik, vol. 88, no. 10, pp. 1480–1491, 2016.

@article{hshg+16,
  author = {Hlawitschka, Mark W and Sch{\"a}fer, Jan and Hummel, Mathias and Garth, Christoph and Bart, Hans-J{\"o}rg},
  journal = {Chemie Ingenieur Technik},
  number = {10},
  pages = {1480--1491},
  publisher = {WILEY-VCH Verlag},
  title = {Populationsbilanzmodellierung mit einem
  		  Mehrphasen-CFD-Code und vergleichende Visualisierung},
  volume = {88},
  year = {2016}
}

2015

J. Lukasczyk, R. Maciejewski, C. Garth, and H. Hagen. Understanding Hotspots: a Topological Visual Analytics Approach. In Proceedings of the 23rd SIGSPATIAL International Conference on Advances in Geographic Information Systems, Bellevue, WA, USA, November 3-6, 2015, 2015, pp. 36:1–36:10. 10.1145/2820783.2820817

@inproceedings{lmgh15a,
  author = {Lukasczyk, Jonas and Maciejewski, Ross and Garth, Christoph and Hagen, Hans},
  booktitle = {Proceedings of the 23rd {SIGSPATIAL} International
  		  Conference on Advances in Geographic Information Systems,
  		  Bellevue, WA, USA, November 3-6, 2015},
  doi = {10.1145/2820783.2820817},
  pages = {36:1--36:10},
  timestamp = {Thu, 09 Mar 2017 14:12:26 +0100},
  title = {Understanding Hotspots: a Topological Visual Analytics
  		  Approach},
  url = {http://doi.acm.org/10.1145/2820783.2820817},
  year = {2015},
  bdsk-url-2 = {https://doi.org/10.1145/2820783.2820817}
}

L. Huettenberger and C. Garth. A Comparison of Pareto Sets and Jacobi Sets. In Green in Software Engineering, 2015, pp. 125–141. 10.1007/978-3-662-44900-4\_8

@incollection{hg15,
  author = {Huettenberger, Lars and Garth, Christoph},
  booktitle = {Green in Software Engineering},
  doi = {10.1007/978-3-662-44900-4\\_8},
  pages = {125--141},
  timestamp = {Thu, 20 Jul 2017 17:02:55 +0200},
  title = {A Comparison of Pareto Sets and Jacobi Sets},
  url = {https://doi.org/10.1007/978-3-662-44900-4\\_8},
  year = {2015}
}

L. Huettenberger, N. Feige, A. Ebert, and C. Garth. Application of Pareto sets in quality control of series production in car manufacturing. In 2015 IEEE Pacific Visualization Symposium, PacificVis 2015, Hangzhou, China, April 14-17, 2015, 2015, pp. 135–139. 10.1109/PACIFICVIS.2015.7156369

@inproceedings{hfeg15,
  author = {Huettenberger, Lars and Feige, Nils and Ebert, Achim and Garth, Christoph},
  booktitle = {2015 {IEEE} Pacific Visualization Symposium, PacificVis
  		  2015, Hangzhou, China, April 14-17, 2015},
  doi = {10.1109/PACIFICVIS.2015.7156369},
  pages = {135--139},
  timestamp = {Wed, 17 May 2017 10:54:54 +0200},
  title = {Application of Pareto sets in quality control of series
  		  production in car manufacturing},
  url = {https://doi.org/10.1109/PACIFICVIS.2015.7156369},
  year = {2015}
}

T. Biedert and C. Garth. Contour Tree Depth Images For Large Data Visualization. In Eurographics Symposium on Parallel Graphics and Visualization, Cagliari, Sardinia, Italy, May 25 - 26, 2015., 2015, pp. 77–86. 10.2312/pgv.20151158

@inproceedings{bg15a,
  author = {Biedert, Tim and Garth, Christoph},
  booktitle = {Eurographics Symposium on Parallel Graphics and
  		  Visualization, Cagliari, Sardinia, Italy, May 25 - 26,
  		  2015.},
  doi = {10.2312/pgv.20151158},
  pages = {77--86},
  timestamp = {Sun, 21 May 2017 00:22:29 +0200},
  title = {Contour Tree Depth Images For Large Data Visualization},
  url = {https://doi.org/10.2312/pgv.20151158},
  year = {2015}
}

A. Agranovsky, H. Obermaier, C. Garth, and K. I. Joy. A multi-resolution interpolation scheme for pathline based Lagrangian flow representations. In Visualization and Data Analysis 2015, San Francisco, CA, USA, February 9-11, 2015, 2015, p. 93970. 10.1117/12.2083253

@inproceedings{aogj15,
  author = {Agranovsky, Alexy and Obermaier, Harald and Garth, Christoph and Joy, Kenneth I.},
  booktitle = {Visualization and Data Analysis 2015, San Francisco, CA,
  		  USA, February 9-11, 2015},
  doi = {10.1117/12.2083253},
  pages = {93970},
  timestamp = {Fri, 26 May 2017 00:49:09 +0200},
  title = {A multi-resolution interpolation scheme for pathline based
  		  Lagrangian flow representations},
  url = {https://doi.org/10.1117/12.2083253},
  year = {2015}
}

D. F. Prieto, E. Hagen, D. Engel, D. Bayer, J. T. Hernández, C. Garth, and I. Scheler. Visual Exploration of Location-Based Social Networks Data in Urban Planning. In 2015 IEEE Pacific Visualization Symposium, PacificVis 2015, Hangzhou, China, April 14-17, 2015, 2015, pp. 123–127. 10.1109/PACIFICVIS.2015.7156367

@inproceedings{pheb+15,
  author = {Prieto, Diana Fernandez and Hagen, Eva and Engel, Daniel and Bayer, Dirk and Hern{\'{a}}ndez, Jos{\'{e}} Tiberio and Garth, Christoph and Scheler, Inga},
  booktitle = {2015 {IEEE} Pacific Visualization Symposium, PacificVis
  		  2015, Hangzhou, China, April 14-17, 2015},
  doi = {10.1109/PACIFICVIS.2015.7156367},
  pages = {123--127},
  timestamp = {Wed, 17 May 2017 10:54:54 +0200},
  title = {Visual Exploration of Location-Based Social Networks Data
  		  in Urban Planning},
  url = {https://doi.org/10.1109/PACIFICVIS.2015.7156367},
  year = {2015}
}

2014

M. W. Woellhaf, K. G. Hansen, C. Garth, and J. M. Herrmann. Import of ribosomal proteins into yeast mitochondria 1. Biochemistry and Cell Biology, vol. 92, no. 6, pp. 489–498, 2014.

@article{whgh14,
  author = {Woellhaf, Michael W and Hansen, Katja G and Garth, Christoph and Herrmann, Johannes M},
  journal = {Biochemistry and Cell Biology},
  number = {6},
  pages = {489--498},
  publisher = {NRC Research Press},
  title = {Import of ribosomal proteins into yeast mitochondria 1},
  volume = {92},
  year = {2014}
}

G. J. Streletz et al. A Comparison of Methods for Ocean Reconstruction from Sparse Observations. In AGU Fall Meeting Abstracts, 2014, vol. 1, p. 1356.

@inproceedings{skwg+14,
  author = {Streletz, Gregory J. and Kronenberger, Markus and Weber, Christopher and Gebbie, Geoffrey and Hagen, Hans and Garth, Christoph and Hamann, Bernd and Kreylos, Oliver and Kellogg, Louise H. and Spero, Howard J.},
  booktitle = {AGU Fall Meeting Abstracts},
  pages = {1356},
  title = {A Comparison of Methods for Ocean Reconstruction from
  		  Sparse Observations},
  volume = {1},
  year = {2014}
}

W. Schlei, K. C. Howell, X. Tricoche, and C. Garth. Enhanced visualization and autonomous extraction of Poincare map topology. The Journal of the Astronautical Sciences, vol. 61, no. 2, pp. 170–197, 2014.

@article{shtg14,
  author = {Schlei, Wayne and Howell, Kathleen C and Tricoche, Xavier and Garth, Christoph},
  journal = {The Journal of the Astronautical Sciences},
  number = {2},
  pages = {170--197},
  publisher = {Springer US},
  title = {Enhanced visualization and autonomous extraction of
  		  Poincare map topology},
  volume = {61},
  year = {2014}
}

A. Wiebel, C. Müller, C. Garth, and T. R. Knösche. A System for Combined Visualization of EEG and Diffusion Tensor Imaging Tractography Data. In Visualization and Processing of Tensors and Higher Order Descriptors for Multi-Valued Data, 2014, pp. 325–337. 10.1007/978-3-642-54301-2\_15

@incollection{wmgk14,
  author = {Wiebel, Alexander and M{\"{u}}ller, Cornelius and Garth, Christoph and Kn{\"{o}}sche, Thomas R.},
  booktitle = {Visualization and Processing of Tensors and Higher Order
  		  Descriptors for Multi-Valued Data},
  doi = {10.1007/978-3-642-54301-2\\_15},
  pages = {325--337},
  timestamp = {Mon, 29 May 2017 13:41:07 +0200},
  title = {A System for Combined Visualization of {EEG} and Diffusion
  		  Tensor Imaging Tractography Data},
  url = {https://doi.org/10.1007/978-3-642-54301-2\\_15},
  year = {2014}
}

L. Huettenberger, C. Heine, and C. Garth. Decomposition and Simplification of Multivariate Data using Pareto Sets. IEEE Trans. Vis. Comput. Graph., vol. 20, no. 12, pp. 2684–2693, 2014. 10.1109/TVCG.2014.2346447

@article{hhg14,
  author = {Huettenberger, Lars and Heine, Christian and Garth, Christoph},
  doi = {10.1109/TVCG.2014.2346447},
  journal = {{IEEE} Trans. Vis. Comput. Graph.},
  number = {12},
  pages = {2684--2693},
  timestamp = {Wed, 14 Jun 2017 20:30:57 +0200},
  title = {Decomposition and Simplification of Multivariate Data
  		  using Pareto Sets},
  url = {https://doi.org/10.1109/TVCG.2014.2346447},
  volume = {20},
  year = {2014}
}

C. Garth and K. Gaither. Large-Scale Integration-Based Vector Field Visualization. In Scientific Visualization: Uncertainty, Multifield, Biomedical, and Scalable Visualization, C. D. Hansen, M. Chen, C. R. Johnson, A. E. Kaufman, and H. Hagen, Eds. London: Springer London, 2014, pp. 327–338. 10.1007/978-1-4471-6497-5_26
```
@inbook{gg14,
  address = {London},
  author = {Garth, Christoph and Gaither, Kelly},
  booktitle = {Scientific Visualization: Uncertainty, Multifield,
  		  Biomedical, and Scalable Visualization},
  doi = {10.1007/978-1-4471-6497-5_26},
  editor = {Hansen, Charles D. and Chen, Min and Johnson, Christopher R. and Kaufman, Arie E. and Hagen, Hans},
  isbn = {978-1-4471-6497-5},
  pages = {327--338},
  publisher = {Springer London},
  title = {Large-Scale Integration-Based Vector Field Visualization},
  year = {2014}
}
```
Abstract: In this chapter, we provide a brief overview of the visualization of large vector fields on parallel architectures using integration-based methods. After briefly providing background, we describe the state of the art in corresponding research, focusing on parallel integral curve computation strategies. We analyze the relative benefits of two fundamental schemes and discuss algorithmic improvements presented recently. To conclude, we point out open problems and future research directions.

A. Agranovsky, D. Camp, C. Garth, E. W. Bethel, K. I. Joy, and H. Childs. Improved post hoc flow analysis via Lagrangian representations. In 4th IEEE Symposium on Large Data Analysis and Visualization, LDAV 2014, Paris, France, November 9-10, 2014, 2014, pp. 67–75. 10.1109/LDAV.2014.7013206

@inproceedings{acgb+14,
  author = {Agranovsky, Alexy and Camp, David and Garth, Christoph and Bethel, E. Wes and Joy, Kenneth I. and Childs, Hank},
  booktitle = {4th {IEEE} Symposium on Large Data Analysis and
  		  Visualization, {LDAV} 2014, Paris, France, November 9-10,
  		  2014},
  doi = {10.1109/LDAV.2014.7013206},
  pages = {67--75},
  timestamp = {Sun, 21 May 2017 00:19:13 +0200},
  title = {Improved post hoc flow analysis via Lagrangian
  		  representations},
  url = {https://doi.org/10.1109/LDAV.2014.7013206},
  year = {2014}
}

G. Scheuermann, M. Hlawitschka, C. Garth, and H. Hagen. Mathematical Foundations of Uncertain Field Visualization. In Scientific Visualization: Uncertainty, Multifield, Biomedical, and Scalable Visualization, pp. 93–101. 10.1007/978-1-4471-6497-5_9
```
@inproceedings{shgh14,
  author = {Scheuermann, Gerik and Hlawitschka, Mario and Garth, Christoph and Hagen, Hans},
  crossref = {hcjk+14},
  doi = {10.1007/978-1-4471-6497-5_9},
  pages = {93--101},
  title = {Mathematical Foundations of Uncertain Field
  		  Visualization}
}
```
Abstract: Uncertain field visualization is currently a hot topic as can be seen by the overview in this book. This article discusses a mathematical foundation for this research. To this purpose, we define uncertain fields as stochastic processes. Since uncertain field data is usually given in the form of value distributions on a finite set of positions in the domain, we show for the popular case of Gaussian distributions that the usual interpolation functions in visualization lead to Gaussian processes in a natural way. It is our intention that these remarks stimulate visualization research by providing a solid mathematical foundation for the modeling of uncertainty.

2013

S. Shafii, H. Obermaier, V. Kolár, M. Hlawitschka, C. Garth, B. Hamann, and K. I. Joy. Illustrative Rendering of Vortex Cores. 2013. 10.2312/PE.EuroVisShort.EuroVisShort2013.061-065

@inproceedings{sokh+13,
  author = {Shafii, Sohail and Obermaier, Harald and Kol{\'{a}}r, V{\'{a}}clav and Hlawitschka, Mario and Garth, Christoph and Hamann, Bernd and Joy, Kenneth I.},
  booktitle = {Eurographics Conference on Visualization, EuroVis 2013,
  		  Short Papers, Leipzig, Germany, June 17-21, 2013.},
  doi = {10.2312/PE.EuroVisShort.EuroVisShort2013.061-065},
  timestamp = {Thu, 09 Aug 2018 11:04:26 +0200},
  title = {Illustrative Rendering of Vortex Cores},
  url = {https://doi.org/10.2312/PE.EuroVisShort.EuroVisShort2013.061-065},
  year = {2013}
}

I. Prilepov, H. Obermaier, E. Deines, C. Garth, and K. I. Joy. Cubic Gradient-Based Material Interfaces. IEEE Trans. Vis. Comput. Graph., vol. 19, no. 10, pp. 1687–1699, 2013. 10.1109/TVCG.2013.16

@article{podg+13,
  author = {Prilepov, Iuri and Obermaier, Harald and Deines, Eduard and Garth, Christoph and Joy, Kenneth I.},
  doi = {10.1109/TVCG.2013.16},
  journal = {{IEEE} Trans. Vis. Comput. Graph.},
  number = {10},
  pages = {1687--1699},
  timestamp = {Wed, 14 Jun 2017 20:30:58 +0200},
  title = {Cubic Gradient-Based Material Interfaces},
  url = {https://doi.org/10.1109/TVCG.2013.16},
  volume = {19},
  year = {2013}
}

C. Müller, D. Camp, B. Hentschel, and C. Garth. Distributed parallel particle advection using work requesting. In IEEE Symposium on Large-Scale Data Analysis and Visualization, LDAV 2013, 13-14 October, 2013, Atlanta, Georgia, USA, 2013, pp. 1–6. 10.1109/LDAV.2013.6675152

@inproceedings{mchg13,
  author = {M{\"{u}}ller, Cornelius and Camp, David and Hentschel, Bernd and Garth, Christoph},
  booktitle = {{IEEE} Symposium on Large-Scale Data Analysis and
  		  Visualization, {LDAV} 2013, 13-14 October, 2013, Atlanta,
  		  Georgia, {USA}},
  doi = {10.1109/LDAV.2013.6675152},
  pages = {1--6},
  timestamp = {Tue, 30 Jan 2018 14:44:37 +0100},
  title = {Distributed parallel particle advection using work
  		  requesting},
  url = {https://doi.org/10.1109/LDAV.2013.6675152},
  year = {2013}
}

M. Hummel, H. Obermaier, C. Garth, and K. I. Joy. Comparative Visual Analysis of Lagrangian Transport in CFD Ensembles. IEEE Trans. Vis. Comput. Graph., vol. 19, no. 12, pp. 2743–2752, 2013. 10.1109/TVCG.2013.141

@article{hogj13,
  author = {Hummel, Mathias and Obermaier, Harald and Garth, Christoph and Joy, Kenneth I.},
  doi = {10.1109/TVCG.2013.141},
  journal = {{IEEE} Trans. Vis. Comput. Graph.},
  number = {12},
  pages = {2743--2752},
  timestamp = {Wed, 14 Jun 2017 20:30:58 +0200},
  title = {Comparative Visual Analysis of Lagrangian Transport in
  		  {CFD} Ensembles},
  url = {https://doi.org/10.1109/TVCG.2013.141},
  volume = {19},
  year = {2013}
}

L. Huettenberger, C. Heine, H. A. Carr, G. Scheuermann, and C. Garth. Towards Multifield Scalar Topology Based on Pareto Optimality. Comput. Graph. Forum, vol. 32, no. 3, pp. 341–350, 2013. 10.1111/cgf.12121

@article{hhcs+13,
  author = {Huettenberger, Lars and Heine, Christian and Carr, Hamish A. and Scheuermann, Gerik and Garth, Christoph},
  doi = {10.1111/cgf.12121},
  journal = {Comput. Graph. Forum},
  number = {3},
  pages = {341--350},
  timestamp = {Tue, 02 Jan 2018 13:47:30 +0100},
  title = {Towards Multifield Scalar Topology Based on Pareto
  		  Optimality},
  url = {https://doi.org/10.1111/cgf.12121},
  volume = {32},
  year = {2013}
}

D. Engel, M. Hummel, F. Hoepel, K. Bein, A. S. Wexler, C. Garth, B. Hamann, and H. Hagen. Towards High-dimensional Data Analysis in Air Quality Research. Comput. Graph. Forum, vol. 32, no. 3, pp. 101–110, 2013. 10.1111/cgf.12097

@article{ehhb+13,
  author = {Engel, Daniel and Hummel, Mathias and Hoepel, F. and Bein, Keith and Wexler, Anthony S. and Garth, Christoph and Hamann, Bernd and Hagen, Hans},
  doi = {10.1111/cgf.12097},
  journal = {Comput. Graph. Forum},
  number = {3},
  pages = {101--110},
  timestamp = {Fri, 26 May 2017 22:53:57 +0200},
  title = {Towards High-dimensional Data Analysis in Air Quality
  		  Research},
  url = {https://doi.org/10.1111/cgf.12097},
  volume = {32},
  year = {2013}
}

D. Camp, H. Krishnan, D. Pugmire, C. Garth, I. Johnson, E. W. Bethel, K. I. Joy, and H. Childs. GPU Acceleration of Particle Advection Workloads in a Parallel, Distributed Memory Setting. In Eurographics Symposium on Parallel Graphics and Visualization, Girona, Spain, 2013. Proceedings, 2013, pp. 1–8. 10.2312/EGPGV/EGPGV13/001-008

@inproceedings{ckpg+13,
  author = {Camp, David and Krishnan, Harinarayan and Pugmire, David and Garth, Christoph and Johnson, Ian and Bethel, E. Wes and Joy, Kenneth I. and Childs, Hank},
  booktitle = {Eurographics Symposium on Parallel Graphics and
  		  Visualization, Girona, Spain, 2013. Proceedings},
  doi = {10.2312/EGPGV/EGPGV13/001-008},
  pages = {1--8},
  timestamp = {Sun, 21 May 2017 00:22:29 +0200},
  title = {{GPU} Acceleration of Particle Advection Workloads in a
  		  Parallel, Distributed Memory Setting},
  url = {https://doi.org/10.2312/EGPGV/EGPGV13/001-008},
  year = {2013}
}

S. Shafii, H. Obermaier, R. Linn, E. Koo, M. Hlawitschka, C. Garth, B. Hamann, and K. I. Joy. Visualization and Analysis of Vortex-Turbine Intersections in Wind Farms. IEEE Trans. Vis. Comput. Graph., vol. 19, no. 9, pp. 1579–1591, 2013. 10.1109/TVCG.2013.18

@article{solk+13,
  author = {Shafii, Sohail and Obermaier, Harald and Linn, Rodman and Koo, Eunmo and Hlawitschka, Mario and Garth, Christoph and Hamann, Bernd and Joy, Kenneth I.},
  doi = {10.1109/TVCG.2013.18},
  journal = {{IEEE} Trans. Vis. Comput. Graph.},
  number = {9},
  pages = {1579--1591},
  timestamp = {Wed, 14 Jun 2017 20:30:58 +0200},
  title = {Visualization and Analysis of Vortex-Turbine Intersections
  		  in Wind Farms},
  url = {https://doi.org/10.1109/TVCG.2013.18},
  volume = {19},
  year = {2013}
}

2012

X. Tricoche, C. Garth, A. Sanderson, and K. Joy. Visualizing Invariant Manifolds in Area-Preserving Maps. In Topological Methods in Data Analysis and Visualization II: Theory, Algorithms, and Applications, R. Peikert, H. Hauser, H. Carr, and R. Fuchs, Eds. Berlin, Heidelberg: Springer Berlin Heidelberg, 2012, pp. 109–124. 10.1007/978-3-642-23175-9_8
```
@inbook{tgsj12,
  address = {Berlin, Heidelberg},
  author = {Tricoche, Xavier and Garth, Christoph and Sanderson, Allen and Joy, Ken},
  booktitle = {Topological Methods in Data Analysis and Visualization II:
  		  Theory, Algorithms, and Applications},
  doi = {10.1007/978-3-642-23175-9_8},
  editor = {Peikert, Ronald and Hauser, Helwig and Carr, Hamish and Fuchs, Raphael},
  isbn = {978-3-642-23175-9},
  pages = {109--124},
  publisher = {Springer Berlin Heidelberg},
  title = {Visualizing Invariant Manifolds in Area-Preserving Maps},
  year = {2012}
}
```
Abstract: Area-preserving maps arise in the study of conservative dynamical systems describing a wide variety of physical phenomena, from the rotation of planets to the dynamics of a fluid. The visual inspection of these maps reveals a remarkable topological picture in which invariant manifolds form the fractal geometric scaffold of both quasi-periodic and chaotic regions. We discuss in this paper the visualization of such maps built upon these invariant manifolds. This approach is in stark contrast with the discrete Poincare plots that are typically used for the visual inspection of maps. We propose to that end several modified definitions of the finite-time Lyapunov exponents that we apply to reveal the underlying structure of the dynamics. We examine the impact of various parameters and the numerical aspects that pertain to the implementation of this method. We apply our technique to a standard analytical example and to a numerical simulation of magnetic confinement in a fusion reactor. In both cases our simple method is able to reveal salient structures across spatial scales and to yield expressive images across application domains.

X. Tricoche, M. Hlawitschka, S. Barakat, and C. Garth. Beyond Topology: A Lagrangian Metaphor to Visualize the Structure of 3D Tensor Fields. New Developments in the Visualization and Processing of Tensor Fields, pp. 93–109, 2012.

@article{thbg12,
  author = {Tricoche, Xavier and Hlawitschka, Mario and Barakat, Samer and Garth, Christoph},
  journal = {New Developments in the Visualization and Processing of
  		  Tensor Fields},
  pages = {93--109},
  publisher = {Springer Berlin Heidelberg},
  title = {Beyond Topology: A {L}agrangian Metaphor to Visualize the
  		  Structure of 3D Tensor Fields},
  year = {2012}
}

D. Pugmire, T. Peterka, and C. Garth. Parallel Integral Curves. In High Performance Visualization: Enabling Extreme-Scale Scientific Insight, E. W. Bethel, H. Childs, and C. D. Hansen, Eds. Chapman & Hall/CRC, 2012. https://www.taylorfrancis.com/books/e/9781439875735/chapters/10.1201%2Fb12985-14
```
@incollection{ppg12,
  author = {Pugmire, D. and Peterka, T. and Garth, C.},
  booktitle = {High Performance Visualization: Enabling Extreme-Scale
  		  Scientific Insight},
  chapter = {6},
  editor = {Bethel, E. Wes and Childs, Hank and Hansen, Charles D.},
  isbn = {978-1-439-87573-5},
  publisher = {Chapman \& Hall/CRC},
  title = {Parallel Integral Curves},
  url = {https://www.taylorfrancis.com/books/e/9781439875735/chapters/10.1201%2Fb12985-14},
  year = {2012}
}
```
Abstract: Understanding vector fields resulting from large scientific simulations is an important and often di fficult task. Integral curves, curves that are tangential to a vector fi eld at each point, are a powerful visualization method in this context. Application of integral curve-based visualization to very large vector field data represents a signifi cant challenge due to the non-local and data-dependent nature of integral curve computation, and requires careful balancing of computational demands placed on I/O, memory, communication, and processors. In this chapter we review several di erent parallelization approaches based on established parallelization paradigms (across particles, and data blocks) and present advanced techniques for achieving scalable, parallel performance on very large data sets.

T. M. Özgökmen, A. C. Poje, P. F. Fischer, H. Childs, H. Krishnan, C. Garth, A. C. Haza, and E. Ryan. On multi-scale dispersion under the influence of surface mixed layer instabilities and deep flows. Ocean Modelling, vol. 56, pp. 16–30, 2012.

@article{opfc+12,
  author = {{\"O}zg{\"o}kmen, Tamay M. and Poje, Andrew C. and Fischer, Paul F. and Childs, Hank and Krishnan, Harinarayan and Garth, Christoph and Haza, Angelique C. and Ryan, Edward},
  journal = {Ocean Modelling},
  pages = {16--30},
  publisher = {Elsevier},
  title = {On multi-scale dispersion under the influence of surface
  		  mixed layer instabilities and deep flows},
  volume = {56},
  year = {2012}
}

N. Kotava et al. Volume rendering with multidimensional peak finding. In 2012 IEEE Pacific Visualization Symposium, PacificVis 2012, Songdo, Korea (South), February 28 - March 2, 2012, 2012, pp. 161–168. 10.1109/PacificVis.2012.6183587

@inproceedings{kksg+12,
  author = {Kotava, Natallia and Knoll, Aaron and Schott, Mathias and Garth, Christoph and Tricoche, Xavier and Kessler, Christoph and Cohen, Elaine and Hansen, Charles D. and Papka, Michael E. and Hagen, Hans},
  booktitle = {2012 {IEEE} Pacific Visualization Symposium, PacificVis
  		  2012, Songdo, Korea (South), February 28 - March 2, 2012},
  doi = {10.1109/PacificVis.2012.6183587},
  pages = {161--168},
  timestamp = {Wed, 17 May 2017 10:54:54 +0200},
  title = {Volume rendering with multidimensional peak finding},
  url = {https://doi.org/10.1109/PacificVis.2012.6183587},
  year = {2012}
}

H. Krishnan, C. Garth, J. Gühring, M. A. Gülsün, A. Greiser, and K. I. Joy. Analysis of Time-Dependent Flow-Sensitive PC-MRI Data. IEEE Trans. Vis. Comput. Graph., vol. 18, no. 6, pp. 966–977, 2012. 10.1109/TVCG.2011.80

@article{kggg+12,
  author = {Krishnan, Harinarayan and Garth, Christoph and G{\"{u}}hring, Jens and G{\"{u}}ls{\"{u}}n, Mehmet Akif and Greiser, Andreas and Joy, Kenneth I.},
  doi = {10.1109/TVCG.2011.80},
  journal = {{IEEE} Trans. Vis. Comput. Graph.},
  number = {6},
  pages = {966--977},
  timestamp = {Wed, 14 Jun 2017 20:30:57 +0200},
  title = {Analysis of Time-Dependent Flow-Sensitive {PC-MRI} Data},
  url = {https://doi.org/10.1109/TVCG.2011.80},
  volume = {18},
  year = {2012}
}

D. Engel, K. Greff, C. Garth, K. Bein, A. S. Wexler, B. Hamann, and H. Hagen. Visual Steering and Verification of Mass Spectrometry Data Factorization in Air Quality Research. IEEE Trans. Vis. Comput. Graph., vol. 18, no. 12, pp. 2275–2284, 2012. 10.1109/TVCG.2012.280

@article{eggb+12,
  author = {Engel, Daniel and Greff, Klaus and Garth, Christoph and Bein, Keith and Wexler, Anthony S. and Hamann, Bernd and Hagen, Hans},
  doi = {10.1109/TVCG.2012.280},
  journal = {{IEEE} Trans. Vis. Comput. Graph.},
  number = {12},
  pages = {2275--2284},
  timestamp = {Wed, 14 Jun 2017 20:30:58 +0200},
  title = {Visual Steering and Verification of Mass Spectrometry Data
  		  Factorization in Air Quality Research},
  url = {https://doi.org/10.1109/TVCG.2012.280},
  volume = {18},
  year = {2012}
}

D. Camp, C. Garth, H. Childs, D. Pugmire, and K. I. Joy. Parallel stream surface computation for large data sets. In IEEE Symposium on Large Data Analysis and Visualization, LDAV 2012, Seattle, Washington, USA, 14-15 October, 2012, 2012, pp. 39–47. 10.1109/LDAV.2012.6378974

@inproceedings{cgcp+12,
  author = {Camp, David and Garth, Christoph and Childs, Hank and Pugmire, David and Joy, Kenneth I.},
  booktitle = {{IEEE} Symposium on Large Data Analysis and Visualization,
  		  {LDAV} 2012, Seattle, Washington, USA, 14-15 October,
  		  2012},
  doi = {10.1109/LDAV.2012.6378974},
  pages = {39--47},
  timestamp = {Sun, 21 May 2017 00:19:13 +0200},
  title = {Parallel stream surface computation for large data sets},
  url = {https://doi.org/10.1109/LDAV.2012.6378974},
  year = {2012}
}

C. Wagner, C. Garth, and H. Hagen. Harmonic Field Analysis. In New Developments in the Visualization and Processing of Tensor Fields, Berlin, Heidelberg, 2012, pp. 363–379. 10.1007/978-3-642-27343-8
```
@inproceedings{wgh12,
  address = {Berlin, Heidelberg},
  author = {Wagner, Christian and Garth, Christoph and Hagen, Hans},
  booktitle = {New Developments in the Visualization and Processing of
  		  Tensor Fields},
  doi = {10.1007/978-3-642-27343-8},
  editor = {Laidlaw, David H. and Vilanova, Anna},
  isbn = {978-3-642-27343-8},
  pages = {363--379},
  publisher = {Springer Berlin Heidelberg},
  title = {Harmonic Field Analysis},
  year = {2012}
}
```
Abstract: Harmonic analysis techniques are established and successful tools in a variety of application areas, with the Fourier decomposition as one well-known example. In this chapter, we describe recent work on possible approaches to use Harmonic Analysis on fields of arbitrary type to facilitate global feature extraction and visualization. We find that a global approach is hampered by significant computational costs, and thus describe a local framework for harmonic vector field analysis to address this concern. In addition to a description of our approach, we provide a high-level overview of mathematical concepts underlying it and address practical modeling and calculation issues. As a potential application, we demonstrate the definition of empirical features based on local harmonic analysis of vector fields that reduce field data to low dimensional feature sets and offers possibilities for visualization and analysis.

S. Barakat, C. Garth, and X. Tricoche. Interactive computation and rendering of finite-time Lyapunov exponent fields. Visualization and Computer Graphics, IEEE Transactions on, vol. 18, no. 8, pp. 1368–1380, 2012. 10.1109/TVCG.2012.33

@article{bgt12,
  author = {Barakat, Samer and Garth, Christoph and Tricoche, Xavier},
  doi = {10.1109/TVCG.2012.33},
  journal = {Visualization and Computer Graphics, IEEE Transactions
  		  on},
  number = {8},
  pages = {1368--1380},
  publisher = {IEEE},
  title = {Interactive computation and rendering of finite-time
  		  {L}yapunov exponent fields},
  volume = {18},
  year = {2012}
}

H. Childs et al. VisIt: An End-User Tool For Visualizing and Analyzing Very Large Data. In High Performance Visualization–Enabling Extreme-Scale Scientific Insight, 2012, pp. 357–372.

@incollection{cbwm+12,
  author = {Childs, Hank and Brugger, Eric and Whitlock, Brad and Meredith, Jeremy and Ahern, Sean and Pugmire, David and Biagas, Kathleen and Miller, Mark and Harrison, Cyrus and Weber, Gunther H. and Krishnan, Hari and Fogal, Thomas and Sanderson, Allen and Garth, Christoph and Bethel, E. Wes and Camp, David and R\"{u}bel, Oliver and Durant, Marc and Favre, Jean M. and Navr\'{a}til, Paul},
  booktitle = {{High Performance Visualization--Enabling Extreme-Scale
  		  Scientific Insight}},
  month = oct,
  pages = {357-372},
  title = {{VisIt: An End-User Tool For Visualizing and Analyzing
  		  Very Large Data}},
  year = {2012}
}

2011

S. Schröder, H. Obermaier, C. Garth, and K. I. Joy. Feature-based Visualization of Dense Integral Line Data. In Visualization of Large and Unstructured Data Sets: Applications in Geospatial Planning, Modeling and Engineering - Proceedings of IRTG 1131 Workshop 2011, VLUDS 2011, June 10-11, 2011, Kaiserslautern, Germany, 2011, pp. 71–87. 10.4230/OASIcs.VLUDS.2011.71

@inproceedings{sogj11,
  author = {Schr{\"{o}}der, Simon and Obermaier, Harald and Garth, Christoph and Joy, Kenneth I.},
  booktitle = {Visualization of Large and Unstructured Data Sets:
  		  Applications in Geospatial Planning, Modeling and
  		  Engineering - Proceedings of {IRTG} 1131 Workshop 2011,
  		  {VLUDS} 2011, June 10-11, 2011, Kaiserslautern, Germany},
  doi = {10.4230/OASIcs.VLUDS.2011.71},
  pages = {71--87},
  timestamp = {Thu, 23 Aug 2018 15:56:07 +0200},
  title = {Feature-based Visualization of Dense Integral Line Data},
  url = {https://doi.org/10.4230/OASIcs.VLUDS.2011.71},
  year = {2011}
}

M. Hummel, C. Garth, B. Hamann, H. Hagen, and K. I. Joy. Illustrative Visualization of a Vortex Breakdown Bubble. Comput. Graph. Forum, vol. 30, no. 1, pp. 235–236, 2011. 10.1111/j.1467-8659.2010.01850.x

@article{hghh+11,
  author = {Hummel, Mathias and Garth, Christoph and Hamann, Bernd and Hagen, Hans and Joy, Kenneth I.},
  doi = {10.1111/j.1467-8659.2010.01850.x},
  journal = {Comput. Graph. Forum},
  number = {1},
  pages = {235--236},
  timestamp = {Wed, 14 Jun 2017 20:36:05 +0200},
  title = {Illustrative Visualization of a Vortex Breakdown Bubble},
  url = {https://doi.org/10.1111/j.1467-8659.2010.01850.x},
  volume = {30},
  year = {2011}
}

L. J. Gosink, C. Garth, J. C. Anderson, E. W. Bethel, and K. I. Joy. An Application of Multivariate Statistical Analysis for Query-Driven Visualization. IEEE Trans. Vis. Comput. Graph., vol. 17, no. 3, pp. 264–275, 2011. 10.1109/TVCG.2010.80

@article{ggab+11,
  author = {Gosink, Luke J. and Garth, Christoph and Anderson, John C. and Bethel, E. Wes and Joy, Kenneth I.},
  doi = {10.1109/TVCG.2010.80},
  journal = {{IEEE} Trans. Vis. Comput. Graph.},
  number = {3},
  pages = {264--275},
  timestamp = {Wed, 14 Jun 2017 20:30:58 +0200},
  title = {An Application of Multivariate Statistical Analysis for
  		  Query-Driven Visualization},
  url = {https://doi.org/10.1109/TVCG.2010.80},
  volume = {17},
  year = {2011}
}

E. Deines, G. H. Weber, C. Garth, B. van Straalen, and S. Borovikov. On the Computation of Integral Curves in Adaptive Mesh Refinement Vector Fields. In Scientific Visualization: Interactions, Features, Metaphors, 2011, pp. 73–91. 10.4230/DFU.Vol2.SciViz.2011.73

@incollection{dwgs+11,
  author = {Deines, Eduard and Weber, Gunther H. and Garth, Christoph and van Straalen, Brian and Borovikov, Sergey},
  booktitle = {Scientific Visualization: Interactions, Features,
  		  Metaphors},
  doi = {10.4230/DFU.Vol2.SciViz.2011.73},
  pages = {73--91},
  timestamp = {Sun, 21 May 2017 00:20:48 +0200},
  title = {On the Computation of Integral Curves in Adaptive Mesh
  		  Refinement Vector Fields},
  url = {https://doi.org/10.4230/DFU.Vol2.SciViz.2011.73},
  year = {2011}
}

D. Camp, C. Garth, H. Childs, D. Pugmire, and K. I. Joy. Streamline Integration Using MPI-Hybrid Parallelism on a Large Multicore Architecture. IEEE Trans. Vis. Comput. Graph., vol. 17, no. 11, pp. 1702–1713, 2011. 10.1109/TVCG.2010.259

@article{cgcp+11,
  author = {Camp, David and Garth, Christoph and Childs, Hank and Pugmire, David and Joy, Kenneth I.},
  doi = {10.1109/TVCG.2010.259},
  journal = {{IEEE} Trans. Vis. Comput. Graph.},
  number = {11},
  pages = {1702--1713},
  timestamp = {Wed, 14 Jun 2017 20:30:57 +0200},
  title = {Streamline Integration Using MPI-Hybrid Parallelism on a
  		  Large Multicore Architecture},
  url = {https://doi.org/10.1109/TVCG.2010.259},
  volume = {17},
  year = {2011}
}

D. Camp, H. Childs, A. Chourasia, C. Garth, and K. I. Joy. Evaluating the benefits of an extended memory hierarchy for parallel streamline algorithms. In IEEE Symposium on Large Data Analysis and Visualization, LDAV 2011, Providence, Rhode Island, USA, 23-24 October, 2011, 2011, pp. 57–64. 10.1109/LDAV.2011.6092318

@inproceedings{cccg+11,
  author = {Camp, David and Childs, Hank and Chourasia, Amit and Garth, Christoph and Joy, Kenneth I.},
  booktitle = {{IEEE} Symposium on Large Data Analysis and Visualization,
  		  {LDAV} 2011, Providence, Rhode Island, USA, 23-24 October,
  		  2011},
  doi = {10.1109/LDAV.2011.6092318},
  pages = {57--64},
  timestamp = {Sun, 21 May 2017 00:19:13 +0200},
  title = {Evaluating the benefits of an extended memory hierarchy
  		  for parallel streamline algorithms},
  url = {https://doi.org/10.1109/LDAV.2011.6092318},
  year = {2011}
}

X. Tricoche, C. Garth, and A. R. Sanderson. Visualization of Topological Structures in Area-Preserving Maps. IEEE Trans. Vis. Comput. Graph., vol. 17, no. 12, pp. 1765–1774, 2011. 10.1109/TVCG.2011.254

@article{tgs11,
  author = {Tricoche, Xavier and Garth, Christoph and Sanderson, Allen R.},
  doi = {10.1109/TVCG.2011.254},
  journal = {{IEEE} Trans. Vis. Comput. Graph.},
  number = {12},
  pages = {1765--1774},
  timestamp = {Wed, 14 Jun 2017 20:30:58 +0200},
  title = {Visualization of Topological Structures in Area-Preserving
  		  Maps},
  url = {https://doi.org/10.1109/TVCG.2011.254},
  volume = {17},
  year = {2011}
}

A. Agranovsky, C. Garth, and K. I. Joy. Extracting Flow Structures Using Sparse Particles. In Proceedings of the Vision, Modeling, and Visualization Workshop 2011, Berlin, Germany, 4-6 October, 2011, 2011, pp. 153–160. 10.2312/PE/VMV/VMV11/153-160

@inproceedings{agj11,
  author = {Agranovsky, Alexy and Garth, Christoph and Joy, Kenneth I.},
  booktitle = {Proceedings of the Vision, Modeling, and Visualization
  		  Workshop 2011, Berlin, Germany, 4-6 October, 2011},
  doi = {10.2312/PE/VMV/VMV11/153-160},
  pages = {153--160},
  timestamp = {Wed, 17 May 2017 14:24:39 +0200},
  title = {Extracting Flow Structures Using Sparse Particles},
  url = {https://doi.org/10.2312/PE/VMV/VMV11/153-160},
  year = {2011}
}

2010

M. Hlawitschka, C. Garth, X. Tricoche, G. L. Kindlmann, G. Scheuermann, K. I. Joy, and B. Hamann. Direct visualization of fiber information by coherence. Int. J. Computer Assisted Radiology and Surgery, vol. 5, no. 2, pp. 125–131, 2010. 10.1007/s11548-009-0302-5

@article{hgtk+10,
  author = {Hlawitschka, Mario and Garth, Christoph and Tricoche, Xavier and Kindlmann, Gordon L. and Scheuermann, Gerik and Joy, Kenneth I. and Hamann, Bernd},
  doi = {10.1007/s11548-009-0302-5},
  journal = {Int. J. Computer Assisted Radiology and Surgery},
  number = {2},
  pages = {125--131},
  timestamp = {Wed, 14 Jun 2017 20:33:27 +0200},
  title = {Direct visualization of fiber information by coherence},
  url = {https://doi.org/10.1007/s11548-009-0302-5},
  volume = {5},
  year = {2010}
}

G. H. Weber et al. Recent Advances in VisIt: AMR Streamlines and Query-driven Visualization. In Numerical Modeling of Space Plasma Flows, Astronum-2009, Sep. 2010, vol. 429, p. 329.
```
@inproceedings{wabb+10,
  adsurl = {http://adsabs.harvard.edu/abs/2010ASPC..429..329W},
  author = {{Weber}, Gunter~H. and {Ahern}, Sean and {Bethel}, E.~Wes and {Borovikov}, Sergey~N. and {Childs}, Hank and {Deines}, Eduard and {Garth}, Christoph and {Hagen}, Hans and {Hamann}, Bernd and {Joy}, Kenneth~I. and {Martin}, Daniel F. and {Meredith}, J. and {Prabhat} and {Pugmire}, Dave and {R{\"u}bel}, Oliver. and {van Straalen}, Brian and {Wu}, Kesheng},
  booktitle = {Numerical Modeling of Space Plasma Flows, Astronum-2009},
  editor = {{Pogorelov}, N.~V. and {Audit}, E. and {Zank}, G.~P.},
  month = sep,
  pages = {329},
  series = {Astronomical Society of the Pacific Conference Series},
  title = {Recent Advances in VisIt: AMR Streamlines and Query-driven
  		  Visualization},
  volume = {429},
  year = {2010}
}
```
Abstract: Adaptive Mesh Refinement (AMR) is a highly effective method for simulations spanning a large range of spatiotemporal scales such as those encountered in astrophysical simulations. Combining research in novel AMR visualization algorithms and basic infrastructure work, the Department of Energy (DOE) Scientific Discovery through Advanced Computing (SciDAC) Visualization and Analytics Center for Enabling Technologies (VACET) has extended VisIt, an open source visualization tool that can handle AMR data without converting it to alternate representations. This paper focuses on two recent advances in the development of VisIt. First, we have developed streamline computation methods that properly handle multi-domain data sets and utilize effectively multiple processors on parallel machines. Furthermore, we are working on streamline calculation methods that consider an AMR hierarchy and detect transitions from a lower resolution patch into a finer patch and improve interpolation at level boundaries. Second, we focus on visualization of large-scale particle data sets. By integrating the DOE Scientific Data Management (SDM) Center’s FastBit indexing technology into VisIt, we are able to reduce particle counts effectively by thresholding and by loading only those particles from disk that satisfy the thresholding criteria. Furthermore, using FastBit it becomes possible to compute parallel coordinate views efficiently, thus facilitating interactive data exploration of massive particle data sets.

C. Garth and K. I. Joy. Fast, Memory-Efficient Cell Location in Unstructured Grids for Visualization. IEEE Trans. Vis. Comput. Graph., vol. 16, no. 6, pp. 1541–1550, 2010. 10.1109/TVCG.2010.156

@article{gj10,
  author = {Garth, Christoph and Joy, Kenneth I.},
  doi = {10.1109/TVCG.2010.156},
  journal = {{IEEE} Trans. Vis. Comput. Graph.},
  number = {6},
  pages = {1541--1550},
  timestamp = {Wed, 14 Jun 2017 20:30:56 +0200},
  title = {Fast, Memory-Efficient Cell Location in Unstructured Grids
  		  for Visualization},
  url = {https://doi.org/10.1109/TVCG.2010.156},
  volume = {16},
  year = {2010}
}

J. C. Anderson, C. Garth, M. A. Duchaineau, and K. I. Joy. Smooth, Volume-Accurate Material Interface Reconstruction. IEEE Trans. Vis. Comput. Graph., vol. 16, no. 5, pp. 802–814, 2010. 10.1109/TVCG.2010.17

@article{agdj10,
  author = {Anderson, John C. and Garth, Christoph and Duchaineau, Mark A. and Joy, Kenneth I.},
  doi = {10.1109/TVCG.2010.17},
  journal = {{IEEE} Trans. Vis. Comput. Graph.},
  number = {5},
  pages = {802--814},
  timestamp = {Wed, 14 Jun 2017 20:30:58 +0200},
  title = {Smooth, Volume-Accurate Material Interface
  		  Reconstruction},
  url = {https://doi.org/10.1109/TVCG.2010.17},
  volume = {16},
  year = {2010}
}

M. Hummel, C. Garth, B. Hamann, H. Hagen, and K. I. Joy. IRIS: Illustrative Rendering for Integral Surfaces. IEEE Trans. Vis. Comput. Graph., vol. 16, no. 6, pp. 1319–1328, 2010. 10.1109/TVCG.2010.173

@article{hghh+10,
  author = {Hummel, Mathias and Garth, Christoph and Hamann, Bernd and Hagen, Hans and Joy, Kenneth I.},
  doi = {10.1109/TVCG.2010.173},
  journal = {{IEEE} Trans. Vis. Comput. Graph.},
  number = {6},
  pages = {1319--1328},
  timestamp = {Wed, 14 Jun 2017 20:30:58 +0200},
  title = {{IRIS:} Illustrative Rendering for Integral Surfaces},
  url = {https://doi.org/10.1109/TVCG.2010.173},
  volume = {16},
  year = {2010}
}

2009

X. Tricoche and C. Garth. Topological Methods for Visualizing Vortical Flows. In Mathematical Foundations of Scientific Visualization, Computer Graphics, and Massive Data Exploration, T. Möller, B. Hamann, and R. D. Russell, Eds. Berlin, Heidelberg: Springer Berlin Heidelberg, 2009, pp. 89–107. 10.1007/b106657_5
```
@inbook{tg09,
  address = {Berlin, Heidelberg},
  author = {Tricoche, Xavier and Garth, Christoph},
  booktitle = {Mathematical Foundations of Scientific Visualization,
  		  Computer Graphics, and Massive Data Exploration},
  doi = {10.1007/b106657_5},
  editor = {M{\"o}ller, Torsten and Hamann, Bernd and Russell, Robert D.},
  isbn = {978-3-540-49926-8},
  pages = {89--107},
  publisher = {Springer Berlin Heidelberg},
  title = {Topological Methods for Visualizing Vortical Flows},
  year = {2009}
}
```
Abstract: The paper describes the application of topological methods to the visualization of vortical flow patterns that arise in simulations from Computational Fluid Dynamics. Two techniques are presented: the first is concerned with the exploration of complicated, instanta- neous flow structures while the second one permits the visualization of their temporal evolu- tion in large-scale transient simulations. In both cases the mathematical framework is derived from the notion of parametric topology. This yields a unified formalism that permits to effi- ciently address the challenges raised by typical flow problems. The benefits of this approach are demonstrated in the analysis and visualization of transient vortical flows that undergo the phenomenon of vortex breakdown.

A. Wiebel, C. Garth, M. Hlawitschka, T. Wischgoll, and G. Scheuermann. Fantom-lessons learned from design, implementation, administration, and use of a visualization system for over 10 years. In Refactoring Visualization from Experience (ReVisE) 2009, co-located with IEEE Visualization, 2009.

@article{wghw+09,
  author = {Wiebel, Alexander and Garth, Christoph and Hlawitschka, Mario and Wischgoll, Thomas and Scheuermann, Gerik},
  journal = {In Refactoring Visualization from Experience (ReVisE)
  		  2009, co-located with IEEE Visualization},
  title = {Fantom-lessons learned from design, implementation,
  		  administration, and use of a visualization system for over
  		  10 years},
  year = {2009}
}

H. Krishnan, C. Garth, and K. I. Joy. Time and Streak Surfaces for Flow Visualization in Large Time-Varying Data Sets. IEEE Trans. Vis. Comput. Graph., vol. 15, no. 6, pp. 1267–1274, 2009. 10.1109/TVCG.2009.190

@article{kgj09,
  author = {Krishnan, Harinarayan and Garth, Christoph and Joy, Kenneth I.},
  doi = {10.1109/TVCG.2009.190},
  journal = {{IEEE} Trans. Vis. Comput. Graph.},
  number = {6},
  pages = {1267--1274},
  timestamp = {Wed, 14 Jun 2017 20:30:58 +0200},
  title = {Time and Streak Surfaces for Flow Visualization in Large
  		  Time-Varying Data Sets},
  url = {https://doi.org/10.1109/TVCG.2009.190},
  volume = {15},
  year = {2009}
}

C. Garth, G.-S. Li, X. Tricoche, C. D. Hansen, and H. Hagen. Visualization of Coherent Structures in Transient 2D Flows. In Topology-Based Methods in Visualization II, H.-C. Hege, K. Polthier, and G. Scheuermann, Eds. Berlin, Heidelberg: Springer Berlin Heidelberg, 2009, pp. 1–13. 10.1007/978-3-540-88606-8_1
```
@inbook{glth+09,
  address = {Berlin, Heidelberg},
  author = {Garth, Christoph and Li, Guo-Shi and Tricoche, Xavier and Hansen, Charles D. and Hagen, Hans},
  booktitle = {Topology-Based Methods in Visualization II},
  doi = {10.1007/978-3-540-88606-8_1},
  editor = {Hege, Hans-Christian and Polthier, Konrad and Scheuermann, Gerik},
  isbn = {978-3-540-88606-8},
  pages = {1--13},
  publisher = {Springer Berlin Heidelberg},
  title = {Visualization of Coherent Structures in Transient 2D
  		  Flows},
  year = {2009}
}
```
Abstract: The depiction of a time-dependent flow in a way that effectively sup ports the structural analysis of its salient patterns is still a challenging problem for flow visualization research. While a variety of powerful approaches have been investigated for over a decade now, none of them so far has been able to yield repre sentations that effectively combine good visual quality and a physical interpretation that is both intuitive and reliable. Yet, with the huge amount of flow data generated by numerical computations of growing size and complexity, scientists and engineers are faced with a daunting analysis task in which the ability to identify, extract, and display the most meaningful information contained in the data is becoming absolutely indispensable.

C. Garth et al. Vector Field Visual Data Analysis Technologies for Petascale Computational Science. SciDAC Review, vol. 15, no. LBNL-2983E, 2009.

@article{gdjb+09,
  author = {Garth, Christoph and Deines, Eduard and Joy, Kenneth I. and Bethel, E. Wes and Childs, Hank and Weber, Gunther and Ahern, Sean and Pugmire, Dave and Sanderson, Allen and Johnson, Chris},
  journal = {SciDAC Review},
  number = {LBNL-2983E},
  publisher = {Ernest Orlando Lawrence Berkeley National Laboratory,
  		  Berkeley, CA (US)},
  title = {Vector Field Visual Data Analysis Technologies for
  		  Petascale Computational Science},
  volume = {15},
  year = {2009}
}

E. W. Bethel et al. Occam’s Razor and Petascale Visual Data Analysis. Journal of Physics Conference Series, Proceedings of SciDAC 2009, vol. 180, p. 012084, Jun. 2009. 10.1088/1742-6596/180/1/012084

@article{bjab+09,
  author = {Bethel, E. W. and Johnson, C. and Ahern, S. and Bell, J. and Bremer, P.-T. and Childs, H. and Cormier-Michel, E. and Day, M. and Deines, E. and Fogal, T. and Garth, C. and Geddes, C. G. R. and Hagen, H. and Hamann, B. and Hansen, C. and Jacobsen, J. and Joy, K. and Kr\"{u}ger, J. and Meredith, J. and Messmer, P. and Ostrouchov, G. and Pascucci, V. and Potter, K. and Prabhat and Pugmire, D. and R\"{u}bel, O. and Sanderson, A. and Silva, C. and Ushizima, D. and Weber, G. and Whitlock, B. and Wu., K.},
  doi = {10.1088/1742-6596/180/1/012084},
  journal = {Journal of Physics Conference Series, Proceedings of
  		  SciDAC 2009},
  month = jun,
  pages = {012084},
  title = {{Occam's Razor and Petascale Visual Data Analysis}},
  volume = {180},
  year = {2009}
}

D. Pugmire, H. Childs, C. Garth, S. Ahern, and G. H. Weber. Scalable computation of streamlines on very large datasets. 2009. 10.1145/1654059.1654076

@inproceedings{pcga+09,
  author = {Pugmire, David and Childs, Hank and Garth, Christoph and Ahern, Sean and Weber, Gunther H.},
  booktitle = {Proceedings of the {ACM/IEEE} Conference on High
  		  Performance Computing, {SC} 2009, November 14-20, 2009,
  		  Portland, Oregon, {USA}},
  doi = {10.1145/1654059.1654076},
  timestamp = {Thu, 15 Jun 2017 21:36:31 +0200},
  title = {Scalable computation of streamlines on very large
  		  datasets},
  url = {http://doi.acm.org/10.1145/1654059.1654076},
  year = {2009},
  bdsk-url-2 = {https://doi.org/10.1145/1654059.1654076}
}

2008

R. S. Laramee, G. Erlebacher, C. Garth, T. Schafhitzel, H. Theisel, X. Tricoche, T. Weinkauf, and D. Weiskopf. Applications of texture-based flow visualization. Engineering Applications of Computational Fluid Mechanics, vol. 2, no. 3, pp. 264–274, 2008.

@article{legs+08,
  author = {Laramee, Robert S. and Erlebacher, Gordon and Garth, Christoph and Schafhitzel, Tobias and Theisel, Holger and Tricoche, Xavier and Weinkauf, Tino and Weiskopf, Daniel},
  journal = {Engineering Applications of Computational Fluid
  		  Mechanics},
  number = {3},
  pages = {264--274},
  publisher = {Taylor {\&} Francis},
  title = {Applications of texture-based flow visualization},
  volume = {2},
  year = {2008}
}

C. Garth, A. Wiebel, X. Tricoche, K. I. Joy, and G. Scheuermann. Lagrangian Visualization of Flow-Embedded Surface Structures. Comput. Graph. Forum, vol. 27, no. 3, pp. 1007–1014, 2008. 10.1111/j.1467-8659.2008.01236.x

@article{gwtj+08,
  author = {Garth, Christoph and Wiebel, Alexander and Tricoche, Xavier and Joy, Kenneth I. and Scheuermann, Gerik},
  doi = {10.1111/j.1467-8659.2008.01236.x},
  journal = {Comput. Graph. Forum},
  number = {3},
  pages = {1007--1014},
  timestamp = {Wed, 14 Jun 2017 20:36:04 +0200},
  title = {Lagrangian Visualization of Flow-Embedded Surface
  		  Structures},
  url = {https://doi.org/10.1111/j.1467-8659.2008.01236.x},
  volume = {27},
  year = {2008}
}

C. Garth, X. Tricoche, A. Wiebel, and K. I. Joy. On the role of domain-specific knowledge in the visualization of technical flows. In Simulation and Visualization 2008 (SimVis 2008), 18-29 Februar 2008, Magdeburg, 2008, pp. 107–120. http://www.simvis.org/Tagung2008/sv-proceedings.html

@inproceedings{gtwj08,
  author = {Garth, Christoph and Tricoche, Xavier and Wiebel, Alexander and Joy, Kenneth I.},
  booktitle = {Simulation and Visualization 2008 (SimVis 2008), 18-29
  		  Februar 2008, Magdeburg},
  pages = {107--120},
  timestamp = {Wed, 12 Mar 2008 10:45:56 +0100},
  title = {On the role of domain-specific knowledge in the
  		  visualization of technical flows},
  url = {http://www.simvis.org/Tagung2008/sv-proceedings.html},
  year = {2008}
}

C. Garth, H. Krishnan, X. Tricoche, T. Tricoche, and K. I. Joy. Generation of Accurate Integral Surfaces in Time-Dependent Vector Fields. IEEE Trans. Vis. Comput. Graph., vol. 14, no. 6, pp. 1404–1411, 2008. 10.1109/TVCG.2008.133

@article{gktt+08,
  author = {Garth, Christoph and Krishnan, Han and Tricoche, Xavier and Tricoche, Tom and Joy, Kenneth I.},
  doi = {10.1109/TVCG.2008.133},
  journal = {{IEEE} Trans. Vis. Comput. Graph.},
  number = {6},
  pages = {1404--1411},
  timestamp = {Wed, 14 Jun 2017 20:30:58 +0200},
  title = {Generation of Accurate Integral Surfaces in Time-Dependent
  		  Vector Fields},
  url = {https://doi.org/10.1109/TVCG.2008.133},
  volume = {14},
  year = {2008}
}

T. Salzbrunn, C. Garth, G. Scheuermann, and J. Meyer. Pathline predicates and unsteady flow structures. The Visual Computer, vol. 24, no. 12, pp. 1039–1051, 2008. 10.1007/s00371-007-0204-x

@article{sgsm08,
  author = {Salzbrunn, Tobias and Garth, Christoph and Scheuermann, Gerik and Meyer, Joerg},
  doi = {10.1007/s00371-007-0204-x},
  journal = {The Visual Computer},
  number = {12},
  pages = {1039--1051},
  timestamp = {Sat, 20 May 2017 00:23:22 +0200},
  title = {Pathline predicates and unsteady flow structures},
  url = {https://doi.org/10.1007/s00371-007-0204-x},
  volume = {24},
  year = {2008}
}

B. C. Budge, J. C. Anderson, C. Garth, and K. I. Joy. A straightforward CUDA implementation for interactive ray-tracing. In Interactive Ray Tracing, 2008. RT 2008. IEEE Symposium on, 2008, pp. 178–178.

@inproceedings{bagj08,
  author = {Budge, Brian C. and Anderson, John C. and Garth, Christoph and Joy, Kenneth I.},
  booktitle = {Interactive Ray Tracing, 2008. RT 2008. IEEE Symposium
  		  on},
  organization = {IEEE},
  pages = {178--178},
  title = {A straightforward CUDA implementation for interactive
  		  ray-tracing},
  year = {2008}
}

J. C. Anderson, C. Garth, M. A. Duchaineau, and K. I. Joy. Discrete Multi-Material Interface Reconstruction for Volume Fraction Data. Comput. Graph. Forum, vol. 27, no. 3, pp. 1015–1022, 2008. 10.1111/j.1467-8659.2008.01237.x

@article{agdj08,
  author = {Anderson, John C. and Garth, Christoph and Duchaineau, Mark A. and Joy, Kenneth I.},
  doi = {10.1111/j.1467-8659.2008.01237.x},
  journal = {Comput. Graph. Forum},
  number = {3},
  pages = {1015--1022},
  timestamp = {Fri, 26 May 2017 22:53:55 +0200},
  title = {Discrete Multi-Material Interface Reconstruction for
  		  Volume Fraction Data},
  url = {https://doi.org/10.1111/j.1467-8659.2008.01237.x},
  volume = {27},
  year = {2008}
}

B. C. Budge, J. C. Anderson, C. Garth, and K. I. Joy. A hybrid CPU-GPU implementation for interactive ray-tracing of dynamic scenes. University of California, Davis Computer Science, Tech. Rep. CSE-2008-9, 2008.

@article{bagj08a,
  author = {Budge, Brian C. and Anderson, John C. and Garth, Christoph and Joy, Kenneth I.},
  journal = {University of California, Davis Computer Science, Tech.
  		  Rep. CSE-2008-9},
  title = {A hybrid CPU-GPU implementation for interactive
  		  ray-tracing of dynamic scenes},
  year = {2008}
}

2007

M. Schlemmer, M. Heringer, F. Morr, I. Hotz, M. Hering-Bertram, C. Garth, W. Kollmann, B. Hamann, and H. Hagen. Moment Invariants for the Analysis of 2D Flow Fields. IEEE Trans. Vis. Comput. Graph., vol. 13, no. 6, pp. 1743–1750, 2007. 10.1109/TVCG.2007.70579

@article{shmh+07,
  author = {Schlemmer, Michael and Heringer, Manuel and Morr, Florian and Hotz, Ingrid and Hering{-}Bertram, Martin and Garth, Christoph and Kollmann, Wolfgang and Hamann, Bernd and Hagen, Hans},
  doi = {10.1109/TVCG.2007.70579},
  journal = {{IEEE} Trans. Vis. Comput. Graph.},
  number = {6},
  pages = {1743--1750},
  timestamp = {Wed, 14 Jun 2017 20:30:58 +0200},
  title = {Moment Invariants for the Analysis of 2D Flow Fields},
  url = {https://doi.org/10.1109/TVCG.2007.70579},
  volume = {13},
  year = {2007}
}

F. Michel, E. Deines, M. Hering-Bertram, C. Garth, and H. Hagen. Listener-based Analysis of Surface Importance for Acoustic Metrics. IEEE Trans. Vis. Comput. Graph., vol. 13, no. 6, pp. 1680–1687, 2007. 10.1109/TVCG.2007.70575

@article{mdhg+07,
  author = {Michel, Frank and Deines, Eduard and Hering{-}Bertram, Martin and Garth, Christoph and Hagen, Hans},
  doi = {10.1109/TVCG.2007.70575},
  journal = {{IEEE} Trans. Vis. Comput. Graph.},
  number = {6},
  pages = {1680--1687},
  timestamp = {Wed, 14 Jun 2017 20:30:58 +0200},
  title = {Listener-based Analysis of Surface Importance for Acoustic
  		  Metrics},
  url = {https://doi.org/10.1109/TVCG.2007.70575},
  volume = {13},
  year = {2007}
}

C. Garth, R. S. Laramee, X. Tricoche, J. Schneider, and H. Hagen. Extraction and Visualization of Swirl and Tumble Motion from Engine Simulation Data. In Topology-based Methods in Visualization, H. Hauser, H. Hagen, and H. Theisel, Eds. Berlin, Heidelberg: Springer, pp. 121–135. 10.1007/978-3-540-70823-0_9
```
@inbook{glts+07,
  author = {Garth, Christoph and Laramee, Robert S. and Tricoche, Xavier and Schneider, J{\"u}rgen and Hagen, Hans},
  crossref = {hht07},
  doi = {10.1007/978-3-540-70823-0_9},
  keywords = {check},
  pages = {121--135},
  title = {Extraction and Visualization of Swirl and Tumble Motion
  		  from Engine Simulation Data}
}
```
Abstract: An optimal combustion process within an engine block is central to the performance of many motorized vehicles. Associated with this process are two important patterns of flow: swirl and tumble motion, which optimize the mixing of fluid within each of an engine’s cylinders. The simulation data associated with in-cylinder tumble motion within a gas engine, given on an unstructured, timevarying and adaptive resolution CFD grid, demands robust visualization methods that apply to unsteady flow. Good visualizations are necessary to analyze the simulation data of these in-cylinder flows. We present a range of methods including integral, feature-based, and image-based schemes with the goal of extracting and visualizing these two important patterns of motion. We place a strong emphasis on automatic and semi-automatic methods, including topological analysis, that require little or no user input.We make effective use of animation to visualize the time-dependent simulation data. We also describe the challenges and implementation measures necessary in order to apply the presented methods to time-varying, volumetric grids.

C. Garth, F. Gerhardt, X. Tricoche, and H. Hagen. Efficient Computation and Visualization of Coherent Structures in Fluid Flow Applications. IEEE Trans. Vis. Comput. Graph., vol. 13, no. 6, pp. 1464–1471, 2007. 10.1109/TVCG.2007.70551

@article{ggth07,
  author = {Garth, Christoph and Gerhardt, Florian and Tricoche, Xavier and Hagen, Hans},
  doi = {10.1109/TVCG.2007.70551},
  journal = {{IEEE} Trans. Vis. Comput. Graph.},
  number = {6},
  pages = {1464--1471},
  timestamp = {Wed, 14 Jun 2017 20:30:57 +0200},
  title = {Efficient Computation and Visualization of Coherent
  		  Structures in Fluid Flow Applications},
  url = {https://doi.org/10.1109/TVCG.2007.70551},
  volume = {13},
  year = {2007}
}

C. Garth. Visualization of Complex Three-Dimensional Flow Structures. PhD thesis, Technische Universität Kaiserslautern, 2007. http://nbn-resolving.de/urn:nbn:de:hbz:386-kluedo-21534

@phdthesis{g07,
  author = {Garth, Christoph},
  school = {Technische Universit{\"a}t Kaiserslautern},
  title = {Visualization of Complex Three-Dimensional Flow
  		  Structures},
  url = {http://nbn-resolving.de/urn:nbn:de:hbz:386-kluedo-21534},
  year = {2007}
}

J. Ebling, A. Wiebel, C. Garth, and G. Scheuermann. Topology Based Flow Analysis and Superposition Effects. In Topology-based Methods in Visualization, pp. 91–103. 10.1007/978-3-540-70823-0_7
```
@inproceedings{ewgs07,
  author = {Ebling, Julia and Wiebel, Alexander and Garth, Christoph and Scheuermann, Gerik},
  crossref = {hht07},
  doi = {10.1007/978-3-540-70823-0_7},
  pages = {91--103},
  title = {Topology Based Flow Analysis and Superposition Effects}
}
```
Abstract: Using topology for feature analysis in flow fields faces several problems. First of all, not all features can be detected using topology based methods. Second, while in flow feature analysis the user is interested in a quantification of feature parameters like position, size, shape, radial velocity and other parameters of feature models, many of these parameters can not be determined using topology based methods alone. Additionally, in some applications it is advantageous to regard the vector field as a superposition of several, possibly simple, features. As topology based methods are quite sensitive to superposition effects, their precision and usability is limited in these cases. In this paper, topology based analysis and visualization of flow fields is estimated and compared to other feature based approaches demonstrating these problems.

A. Wiebel, C. Garth, and G. Scheuermann. Computation of Localized Flow for Steady and Unsteady Vector Fields and Its Applications. IEEE Trans. Vis. Comput. Graph., vol. 13, no. 4, pp. 641–651, 2007. 10.1109/TVCG.2007.4293009

@article{wgs07,
  author = {Wiebel, Alexander and Garth, Christoph and Scheuermann, Gerik},
  doi = {10.1109/TVCG.2007.4293009},
  journal = {{IEEE} Trans. Vis. Comput. Graph.},
  number = {4},
  pages = {641--651},
  timestamp = {Wed, 14 Jun 2017 20:30:57 +0200},
  title = {Computation of Localized Flow for Steady and Unsteady
  		  Vector Fields and Its Applications},
  url = {https://doi.org/10.1109/TVCG.2007.4293009},
  volume = {13},
  year = {2007}
}

2006

R. S. Laramee and C. Garth. Stream Surfaces and Texture Advection: A Hybrid Metaphor for Visualization of CFD Simulation Results. In The 12th International Symposium on Flow Visualization (ISFV12), 2006, pp. 10–24.

@inproceedings{lg06,
  author = {Laramee, Robert S. and Garth, Christoph},
  booktitle = {The 12th International Symposium on Flow Visualization
  		  (ISFV12)},
  keywords = {check},
  pages = {10--24},
  title = {Stream Surfaces and Texture Advection: A Hybrid Metaphor
  		  for Visualization of CFD Simulation Results},
  year = {2006}
}

S. Nowatschin, M. Bertram, and C. Garth. GPU-based simulation of cold air flow for environmental planning. In Proceedings of the 22nd Spring Conference on Computer Graphics, SCCG 2006, Casta-Papiernicka, Slovakia, April 20-22, 2006, 2006, pp. 191–198. 10.1145/2602161.2602184

@inproceedings{nbg06,
  author = {Nowatschin, Stephan and Bertram, Martin and Garth, Christoph},
  booktitle = {Proceedings of the 22nd Spring Conference on Computer
  		  Graphics, {SCCG} 2006, Casta-Papiernicka, Slovakia, April
  		  20-22, 2006},
  doi = {10.1145/2602161.2602184},
  pages = {191--198},
  timestamp = {Thu, 28 Dec 2017 16:02:42 +0100},
  title = {GPU-based simulation of cold air flow for environmental
  		  planning},
  url = {http://doi.acm.org/10.1145/2602161.2602184},
  year = {2006},
  bdsk-url-2 = {https://doi.org/10.1145/2602161.2602184}
}

R. S. Laramee, C. Garth, J. Schneider, and H. Hauser. Texture Advection on Stream Surfaces: A Novel Hybrid Visualization Applied to CFD Simulation Results. In EuroVis06: Joint Eurographics - IEEE VGTC Symposium on Visualization, Lisbon, Portugal, 8-10 May 2006, 2006, pp. 155–162. 10.2312/VisSym/EuroVis06/155-162

@inproceedings{lgsh06,
  author = {Laramee, Robert S. and Garth, Christoph and Schneider, J{\"{u}}rgen and Hauser, Helwig},
  booktitle = {EuroVis06: Joint Eurographics - {IEEE} {VGTC} Symposium on
  		  Visualization, Lisbon, Portugal, 8-10 May 2006},
  doi = {10.2312/VisSym/EuroVis06/155-162},
  pages = {155--162},
  timestamp = {Thu, 15 Jun 2017 21:36:35 +0200},
  title = {Texture Advection on Stream Surfaces: {A} Novel Hybrid
  		  Visualization Applied to {CFD} Simulation Results},
  url = {https://doi.org/10.2312/VisSym/EuroVis06/155-162},
  year = {2006}
}

A. R. Sanderson, X. Tricoche, C. Garth, S. Kruger, C. Sovinec, E. Held, and J. Breslau. Detection of Magnetic Nulls in Toroidal Geometry. In APS Meeting Abstracts, 2006, vol. 1, p. 1094.

@inproceedings{stgk+06,
  author = {Sanderson, Allen R. and Tricoche, Xavier and Garth, Christoph and Kruger, Scott and Sovinec, Carl and Held, Eric and Breslau, Joshua},
  booktitle = {APS Meeting Abstracts},
  pages = {1094},
  title = {Detection of Magnetic Nulls in Toroidal Geometry},
  volume = {1},
  year = {2006}
}

H. Hagen and C. Garth. An Introduction to Tensors. In Visualization and Processing of Tensor Fields, J. Weickert and H. Hagen, Eds. Berlin, Heidelberg: Springer Berlin Heidelberg, 2006, pp. 3–13. 10.1007/3-540-31272-2_1
```
@inbook{hg06,
  address = {Berlin, Heidelberg},
  author = {Hagen, Hans and Garth, Christoph},
  booktitle = {Visualization and Processing of Tensor Fields},
  doi = {10.1007/3-540-31272-2_1},
  editor = {Weickert, Joachim and Hagen, Hans},
  isbn = {978-3-540-31272-7},
  pages = {3--13},
  publisher = {Springer Berlin Heidelberg},
  title = {An Introduction to Tensors},
  url = {https://doi.org/10.1007/3-540-31272-2_1},
  year = {2006}
}
```
Abstract: This chapter is a short introduction into tensor fields, some basic techniques from linear algebra, differential geometry and the mathematical concept of tensor fields are presented. The main goal of this chapter is to give readers from different backgrounds some fundamentals to access the research papers in the following chapters.

X. Tricoche, C. Garth, and G. Scheuermann. Fast and robust extraction of separation line features. In Scientific Visualization: The Visual Extraction of Knowledge from Data, Springer, Berlin, Heidelberg, 2006, pp. 249–263.

@incollection{tgs06,
  author = {Tricoche, Xavier and Garth, Christoph and Scheuermann, Gerik},
  booktitle = {Scientific Visualization: The Visual Extraction of
  		  Knowledge from Data},
  keywords = {check},
  pages = {249--263},
  publisher = {Springer, Berlin, Heidelberg},
  title = {Fast and robust extraction of separation line features},
  year = {2006}
}

2005

X. Tricoche, C. Garth, and G. Scheuermann. A fast and robust method for visualizing separation line features. Scientific Visualization: The Visual Extraction of Knowledge from Data, Bonneau G., Ertl T., Nielson G.,(Eds.). Springer Berlin, pp. 249–264, 2005.

@article{tgs05,
  author = {Tricoche, Xavier and Garth, Christoph and Scheuermann, Gerik},
  journal = {Scientific Visualization: The Visual Extraction of
  		  Knowledge from Data, Bonneau G., Ertl T., Nielson
  		  G.,(Eds.). Springer Berlin},
  pages = {249--264},
  title = {A fast and robust method for visualizing separation line
  		  features},
  year = {2005}
}

A. Wiebel, C. Garth, and G. Scheuermann. Localized Flow Analysis of 2D and 3D Vector Fields. In EuroVis05: Joint Eurographics - IEEE VGTC Symposium on Visualization, Leeds, United Kingdom, 1-3 June 2005, 2005, pp. 143–150. 10.2312/VisSym/EuroVis05/143-150

@inproceedings{wgs05,
  author = {Wiebel, Alexander and Garth, Christoph and Scheuermann, Gerik},
  booktitle = {EuroVis05: Joint Eurographics - {IEEE} {VGTC} Symposium on
  		  Visualization, Leeds, United Kingdom, 1-3 June 2005},
  doi = {10.2312/VisSym/EuroVis05/143-150},
  pages = {143--150},
  timestamp = {Wed, 17 May 2017 10:54:04 +0200},
  title = {Localized Flow Analysis of 2D and 3D Vector Fields},
  url = {https://doi.org/10.2312/VisSym/EuroVis05/143-150},
  year = {2005}
}

R. S. Laramee, C. Garth, H. Doleisch, J. Schneider, H. Hauser, and H. Hagen. Visual Analysis and Exploration of Fluid Flow in a Cooling Jacket. In 16th IEEE Visualization Conference, VIS 2005, Minneapolis, MN, USA, October 23-28, 2005, 2005, pp. 623–630. 10.1109/VISUAL.2005.1532850

@inproceedings{lgds+05,
  author = {Laramee, Robert S. and Garth, Christoph and Doleisch, Helmut and Schneider, J{\"{u}}rgen and Hauser, Helwig and Hagen, Hans},
  booktitle = {16th {IEEE} Visualization Conference, {VIS} 2005,
  		  Minneapolis, MN, USA, October 23-28, 2005},
  doi = {10.1109/VISUAL.2005.1532850},
  pages = {623--630},
  timestamp = {Wed, 24 May 2017 08:29:20 +0200},
  title = {Visual Analysis and Exploration of Fluid Flow in a Cooling
  		  Jacket},
  url = {https://doi.org/10.1109/VISUAL.2005.1532850},
  year = {2005}
}

2004

X. Tricoche, C. Garth, G. L. Kindlmann, E. Deines, G. Scheuermann, M. Rütten, and C. D. Hansen. Visualization of Intricate Flow Structures for Vortex Breakdown Analysis. In 15th IEEE Visualization 2004 Conference, VIS 2004, Austin, TX, USA, October 10-15, 2004, 2004, pp. 187–194. 10.1109/VISUAL.2004.113

@inproceedings{tgkd+04,
  author = {Tricoche, Xavier and Garth, Christoph and Kindlmann, Gordon L. and Deines, Eduard and Scheuermann, Gerik and R{\"{u}}tten, Markus and Hansen, Charles D.},
  booktitle = {15th {IEEE} Visualization 2004 Conference, {VIS} 2004,
  		  Austin, TX, USA, October 10-15, 2004},
  doi = {10.1109/VISUAL.2004.113},
  pages = {187--194},
  timestamp = {Wed, 24 May 2017 08:29:20 +0200},
  title = {Visualization of Intricate Flow Structures for Vortex
  		  Breakdown Analysis},
  url = {https://doi.org/10.1109/VISUAL.2004.113},
  year = {2004}
}

C. Garth, X. Tricoche, T. Salzbrunn, T. Bobach, and G. Scheuermann. Surface Techniques for Vortex Visualization. In VisSym 2004, Symposium on Visualization, Konstanz, Germany, May 19-21, 2004, 2004, pp. 155–164, 346. 10.2312/VisSym/VisSym04/155-164

@inproceedings{gtsb+04,
  author = {Garth, Christoph and Tricoche, Xavier and Salzbrunn, Tobias and Bobach, Tom and Scheuermann, Gerik},
  booktitle = {VisSym 2004, Symposium on Visualization, Konstanz,
  		  Germany, May 19-21, 2004},
  doi = {10.2312/VisSym/VisSym04/155-164},
  pages = {155--164, 346},
  timestamp = {Wed, 17 May 2017 10:54:04 +0200},
  title = {Surface Techniques for Vortex Visualization},
  url = {https://doi.org/10.2312/VisSym/VisSym04/155-164},
  year = {2004}
}

C. Garth, X. Tricoche, and G. Scheuermann. Tracking of Vector Field Singularities in Unstructured 3D Time-Dependent Datasets. In 15th IEEE Visualization 2004 Conference, VIS 2004, Austin, TX, USA, October 10-15, 2004, 2004, pp. 329–336. 10.1109/VISUAL.2004.107

@inproceedings{gts04,
  author = {Garth, Christoph and Tricoche, Xavier and Scheuermann, Gerik},
  booktitle = {15th {IEEE} Visualization 2004 Conference, {VIS} 2004,
  		  Austin, TX, USA, October 10-15, 2004},
  doi = {10.1109/VISUAL.2004.107},
  pages = {329--336},
  timestamp = {Wed, 24 May 2017 08:29:21 +0200},
  title = {Tracking of Vector Field Singularities in Unstructured 3D
  		  Time-Dependent Datasets},
  url = {https://doi.org/10.1109/VISUAL.2004.107},
  year = {2004}
}

X. Tricoche, C. Garth, T. Bobach, G. Scheuermann, and M. Ruetten. Accurate and Efficient Visualization of Flow Structures in a Delta Wing Simulation. In 34th AIAA Fluid Dynamics Conference and Exhibit, American Institute of Aeronautics and Astronautics, 2004. doi:10.2514/6.2004-2153

@inbook{tgbs+04,
  annote = {doi:10.2514/6.2004-2153},
  author = {Tricoche, Xavier and Garth, Christoph and Bobach, Tom and Scheuermann, Gerik and Ruetten, Markus},
  booktitle = {34th AIAA Fluid Dynamics Conference and Exhibit},
  doi = {doi:10.2514/6.2004-2153},
  month = {2018/09/10},
  publisher = {American Institute of Aeronautics and Astronautics},
  title = {Accurate and Efficient Visualization of Flow Structures in
  		  a Delta Wing Simulation},
  ty = {CHAP},
  url = {https://doi.org/10.2514/6.2004-2153},
  year = {2004}
}

Prof. Dr. Christoph Garth