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% Publications by Nils Thuerey
@STRING{ACM_TOG = "{ACM} Trans. Graph."}
@STRING{CVPR = "Proc. Comp. Vision and Pattern Rec."}
@STRING{EG = "{E}urographics"}
@STRING{EG_CGF = "Comp. Grap. Forum"}
@STRING{EGSR = "{E}urographics Symposium on Rendering"}
@STRING{EGWR = "{E}urographics Workshop on Rendering"}
@STRING{SCA = "{S}ymposium on Computer Animation"}
@STRING{ICLR = "International Conference on Learning Representations"}
@STRING{ICML = "International Conference on Machine Learning"}
@STRING{NeurIPS = "Advances in Neural Information Processing Systems"}
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@article{chu2021physgan,
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author = {Chu, Mengyu and Thuerey, Nils and Seidel, Hans-Peter and Theobalt, Christian and Zayer, Rhaleb},
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title ={{Learning Meaningful Controls for Fluids}},
journal = ACM_TOG,
volume = {40(4)},
year = {2021},
publisher = {ACM},
}
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% url={https://people.mpi-inf.mpg.de/~mchu/gvv-den2vel/den2vel.html},
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@article{franz2021globtrans,
author = {Franz, Erik and Solenthaler, Barbara and Thuerey, Nils},
title ={{Global Transport for Fluid Reconstruction with Learned Self-Supervision}},
journal = CVPR,
year = {2021},
url={https://ge.in.tum.de/publications/},
}
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@article{um2020sol,
title={Solver-in-the-Loop: Learning from Differentiable Physics to Interact with Iterative PDE-Solvers},
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author={Um, Kiwon and Brand, Robert and Holl, Philipp and Fei, Raymond and Thuerey, Nils},
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journal=NeurIPS,
bib urls
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year={2020},
url={https://ge.in.tum.de/publications/2020-um-solver-in-the-loop/},
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}
@article{kohl2020lsim,
title={Learning Similarity Metrics for Numerical Simulations},
author={Kohl, Georg and Um, Kiwon and Thuerey, Nils},
journal=ICML,
bib urls
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year={2020},
url={https://ge.in.tum.de/publications/2020-lsim-kohl/},
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}
@article{wiewel2020lsssubdiv,
title={Latent Space Subdivision: Stable and Controllable Time Predictions for Fluid Flow},
author={Wiewel, Steffen and Kim, Byungsoo and Azevedo, Vinicius C and Solenthaler, Barbara and Thuerey, Nils},
journal=SCA,
bib urls
2021-01-31 05:55:24 +01:00
year={2020},
url={https://ge.in.tum.de/publications/2020-lssubdiv-wiewel/},
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}
@article{chu2020tecogan,
title={Learning temporal coherence via self-supervision for GAN-based video generation},
author={Chu, Mengyu and Xie, You and Mayer, Jonas and Leal-Taix{\'e}, Laura and Thuerey, Nils},
journal=ACM_TOG,
volume={39},
number={4},
pages={75--1},
year={2020},
bib urls
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publisher={ACM},
url={https://ge.in.tum.de/publications/2019-tecogan-chu/},
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}
@inproceedings{weiss2020ssc,
title={Correspondence-Free Material Reconstruction using Sparse Surface Constraints},
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author={Weiss, Sebastian and Maier, Robert and Cremers, Daniel and Westermann, Rudiger and Thuerey, Nils},
booktitle=CVPR,
pages={4686--4695},
bib urls
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year={2020},
url={https://ge.in.tum.de/publications/2020-cvpr-weiss/},
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}
@inproceedings{holl2019pdecontrol,
title={Learning to Control PDEs with Differentiable Physics},
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author={Holl, Philipp and Koltun, Vladlen and Thuerey, Nils},
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booktitle=ICLR,
bib urls
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year={2019},
url={https://ge.in.tum.de/publications/2020-iclr-holl/},
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}
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@inproceedings{holl2021pg,
title={Physical Gradients},
author={Holl, Philipp and Koltun, Vladlen and Thuerey, Nils},
booktitle={arXiv},
year={2021},
url={https://ge.in.tum.de/publications/},
}
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@article{prantl2019tranquil,
title={Tranquil clouds: Neural networks for learning temporally coherent features in point clouds},
author={Prantl, Lukas and Chentanez, Nuttapong and Jeschke, Stefan and Thuerey, Nils},
journal=ICLR,
bib urls
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year={2019},
url={https://ge.in.tum.de/publications/2020-iclr-prantl/},
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}
@inproceedings{ummenhofer2019contconv,
title={Lagrangian fluid simulation with continuous convolutions},
author={Ummenhofer, Benjamin and Prantl, Lukas and Thuerey, Nils and Koltun, Vladlen},
booktitle=ICLR,
bib urls
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year={2019},
url={https://ge.in.tum.de/publications/2020-ummenhofer-iclr/},
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}
@article{eckert2019scalarflow,
title={ScalarFlow: a large-scale volumetric data set of real-world scalar transport flows for computer animation and machine learning},
author={Eckert, Marie-Lena and Um, Kiwon and Thuerey, Nils},
journal=ACM_TOG,
volume={38},
number={6},
pages={1--16},
year={2019},
bib urls
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publisher={ACM},
url={https://ge.in.tum.de/publications/2019-tog-eckert/},
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}
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@article{thuerey2020dfp,
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title={Deep learning methods for Reynolds-averaged Navier--Stokes simulations of airfoil flows},
author={Thuerey, Nils and Weissenow, Konstantin and Prantl, Lukas and Hu, Xiangyu},
journal={AIAA Journal}, year={2020},
volume={58}, number={1}, pages={25--36},
bib urls
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publisher={American Institute of Aeronautics and Astronautics},
url={https://ge.in.tum.de/publications/2018-deep-flow-pred/},
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}
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@article{prantl2019rtliq,
title ={{Generating Liquid Simulations with Deformation-Aware Neural Networks}},
author={Lukas Prantl and Boris Bonev and Nils Thuerey},
journal=ICLR,
year={2019},
bib urls
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pages={20},
url={https://ge.in.tum.de/publications/2017-prantl-defonn/},
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}
@article{wiewel2019lss,
title ={{Latent-space Physics: Towards Learning the Temporal Evolution of Fluid Flow}},
author={Steffen Wiewel and Moritz Becher and Nils Thuerey},
journal=EG_CGF,
year={2019},
volume={38},
number={2},
pages={12},
bib urls
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url={https://ge.in.tum.de/publications/latent-space-physics/},
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}
@article{bkim2019deep,
title ={{Deep Fluids: A Generative Network for Parameterized Fluid Simulations}},
author={Kim, Byungsoo and Azevedo, Vinicius C and Thuerey, Nils and Kim, Theodore and Gross, Markus and Solenthaler, Barbara},
journal=EG_CGF,
year={2019},
volume={38},
number={2},
pages={12},
bib urls
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url={http://www.byungsoo.me/project/deep-fluids/},
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}
@article{xie2018tempoGan,
author = {Xie, You and Franz, Erik and Chu, Mengyu and Thuerey, Nils},
title ={{tempoGAN: A Temporally Coherent, Volumetric GAN for Super-resolution Fluid Flow}},
journal = ACM_TOG,
volume = {37(4)},
year = {2018},
bib urls
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publisher = {ACM},
url={https://ge.in.tum.de/publications/tempogan/},
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}
@article{hikaru2018simulating,
title ={{Simulating Liquids on Dynamically Warping Grids}},
author={Hikaru, Ibayashi and Wojtan, Chris and Thuerey, Nils and Igarashi, Takeo and Ando, Ryoichi},
journal={IEEE Transactions on Visualization and Computer Graphics},
year={2018},
publisher={IEEE}
}
@article{ren2018visual,
title ={{Visual Simulation of Multiple Fluids in Computer Graphics: A State-of-the-Art Report}},
author={Ren, Bo and Yang, Xu-Yun and Lin, Ming C and Thuerey, Nils and Teschner, Matthias and Li, Chenfeng},
journal={Journal of Computer Science and Technology},
volume={33},
number={3},
pages={431--451},
year={2018},
publisher={Springer}
}
@article{um2018mlflip,
title ={{Splash Modeling with Neural Networks}},
author={Kiwon Um and Xiangyu Hu and Nils Thuerey},
journal=EG_CGF,
volume={37(8)},
bib urls
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year={2018},
url={https://ge.in.tum.de/publications/2018-mlflip-um/},
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}
@article{eckert2018oiof,
title ={{Coupled Fluid Density and Motion from Single Views}},
author={Marie-Lena Eckert and Wolfgang Heidrich and Nils Thuerey},
journal=EG_CGF,
volume={37(8)},
year={2018}
}
@article{sato2018,
journal = EG_CGF,
title ={{Extended Narrow Band FLIP for Liquid Simulations}},
author = {Sato, Takahiro and Wojtan, Chris and Thuerey, Nils and Igarashi, Takeo and Ando, Ryoichi},
year = {2018},
publisher = {Eurographics Association},
ISSN = {1467-8659},
DOI = {10.1111/cgf.13351}
}
@inproceedings{inglis2017primal,
title ={{Primal-Dual Optimization for Fluids}},
author={Inglis, Tiffany and Eckert, M-L and Gregson, James and Thuerey, Nils},
booktitle =EG_CGF,
volume={36(8)},
pages={354--368},
year={2017},
organization={Wiley Online Library}
}
@inproceedings{eberhardt2017hierarchical,
title ={{Hierarchical vorticity skeletons}},
author={Eberhardt, Sebastian and Weissmann, Steffen and Pinkall, Ulrich and Thuerey, Nils},
booktitle =SCA,
pages={6},
year={2017},
organization={ACM}
}
@article{um2017perceptual,
title ={{Perceptual evaluation of liquid simulation methods}},
author={Um, Kiwon and Hu, Xiangyu and Thuerey, Nils},
journal=ACM_TOG,
volume={36},
number={4},
pages={143},
year={2017},
publisher={ACM}
}
@article{koschier2017xfem,
title ={{Robust eXtended finite elements for complex cutting of deformables}},
author={Koschier, Dan and Bender, Jan and Thuerey, Nils},
journal=ACM_TOG,
volume={36},
number={4},
pages={55},
year={2017},
publisher={ACM}
}
@article{chu2017data,
title ={{Data-driven synthesis of smoke flows with CNN-based feature descriptors}},
author={Chu, Mengyu and Thuerey, Nils},
journal=ACM_TOG,
volume={36},
number={4},
pages={69},
year={2017},
bib urls
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publisher={ACM},
url={http://ge.in.tum.de/publications/2017-sig-chu/},
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}
@article{thuerey2017interpolations,
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title ={{Interpolations of Smoke and Liquid Simulations}},
author={Thuerey, Nils},
journal=ACM_TOG,
volume={36},
number={1},
pages={3},
year={2017},
publisher={ACM}
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}
@article{canabal2016dispersion,
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title ={{Dispersion kernels for water wave simulation}},
author={Canabal, Jos{\'e} A and Miraut, David and Thuerey, Nils and Kim, Theodore and Portilla, Javier and Otaduy, Miguel A},
journal=ACM_TOG,
volume={35},
number={6},
pages={202},
year={2016},
publisher={ACM}
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}
@article{jones2016example,
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title ={{Example-based plastic deformation of rigid bodies}},
author={Jones, Ben and Thuerey, Nils and Shinar, Tamar and Bargteil, Adam W},
journal=ACM_TOG,
volume={35},
number={4},
pages={34},
year={2016},
publisher={ACM}
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}
@inproceedings{ferstl2016narrow,
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title ={{Narrow band FLIP for liquid simulations}},
author={Ferstl, Florian and Ando, Ryoichi and Wojtan, Chris and Westermann, R{\"u}diger and Thuerey, Nils},
booktitle =EG_CGF,
volume={35(2)},
pages={225--232},
year={2016},
organization={Wiley Online Library}
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}
@article{monszpart2016smash,
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title ={{SMASH: physics-guided reconstruction of collisions from videos}},
author={Monszpart, Aron and Thuerey, Nils and Mitra, Niloy J},
journal=ACM_TOG,
volume={35},
number={6},
pages={199},
year={2016},
publisher={ACM}
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}
@article{mercier2015surface,
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title ={{Surface turbulence for particle-based liquid simulations}},
author={Mercier, Olivier and Beauchemin, Cynthia and Thuerey, Nils and Kim, Theodore and Nowrouzezahrai, Derek},
journal=ACM_TOG,
volume={34},
number={6},
pages={202},
year={2015},
publisher={ACM}
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}
@ARTICLE{ Ando:2015:streamfunc,
AUTHOR = {R. Ando and N. Thuerey and C. Wojtan},
TITLE = {{A Stream Function Solver for Liquid Simulations}},
YEAR = {2015},
JOURNAL = ACM_TOG,
PUBLISHER = {ACM Press},
VOLUME = {34 (4)},
PAGES = {8}
}
@ARTICLE{ Ando:2015:coarsegrid,
AUTHOR = {R. Ando and N. Thuerey and C. Wojtan},
TITLE = {{A Dimension-reduced Pressure Solver for Liquid Simulations}},
YEAR = {2015},
JOURNAL = EG_CGF,
PUBLISHER = {Eurographics Association},
VOLUME = {34 (2)},
PAGES = {10}
}
@ARTICLE{ Raveendran:2014:blendingLiquids,
AUTHOR = {K. Raveendran and N. Thuerey and C. Wojtan and G. Turk},
TITLE = {{Blending Liquids}},
YEAR = {2014},
JOURNAL = ACM_TOG,
PUBLISHER = {ACM Press},
VOLUME = {33 (4)},
PAGES = {10}
}
@ARTICLE{ Gregson:2014:divFreeof,
AUTHOR = {J. Gregson and N. Thuerey and I. Ihrke and W. Heidrich},
TITLE = {{From Capture to Simulation - Connecting Forward and Inverse Problems in Fluids}},
YEAR = {2014},
JOURNAL = ACM_TOG,
PUBLISHER = {ACM Press},
VOLUME = {33 (4)},
PAGES = {10}
}
@ARTICLE{ Ando:2013:tetFlip,
AUTHOR = {R. Ando and N. Thuerey and C. Wojtan},
TITLE = {{Highly Adaptive Liquid Simulations on Tetrahedral Meshes}},
YEAR = {2013},
JOURNAL = ACM_TOG,
PUBLISHER = {ACM Press},
VOLUME = {32 (4)},
PAGES = {10}
}
@ARTICLE{ TedKim:2012:closestPointTurb,
AUTHOR = {T. Kim and J. Tessendorf and N. Thuerey},
TITLE = {{Closest-Point Turbulence for Liquid Surfaces}},
YEAR = {2013},
JOURNAL = ACM_TOG,
PUBLISHER = {ACM Press},
VOLUME = {32 (2)},
PAGES = {10}
}
@ARTICLE{ Pfaff:2012:vortexSheets,
AUTHOR = {T. Pfaff and N. Thuerey and M. Gross},
TITLE = {{Lagrangian Vortex Sheets for Animating Fluids}},
YEAR = {2012},
JOURNAL = ACM_TOG,
PUBLISHER = {ACM Press},
VOLUME = {31 (4)},
PAGES = {8}
}
@ARTICLE{ Raveendran:2012:meshControl,
AUTHOR = {K. Raveendran and N. Thuerey and C. Wojtan and G. Turk},
TITLE = {{Controlling Fluids using Meshes}},
YEAR = {2012},
JOURNAL = SCA,
PUBLISHER = {Eurographics Association},
PAGES = {1-8}
}
@ARTICLE{ Ando:2011:adaptiveThinSheets,
AUTHOR = {R. Ando and N. Thuerey and R. Tsuruno},
TITLE = {{Preserving Fluid Sheets with Adaptively Sampled Anisotropic Particles}},
YEAR = {2011},
JOURNAL = {IEEE Transactions on Visualization and Computer Graphics},
PUBLISHER = {IEEE},
VOLUME = {18 (8)},
PAGES = {1202-1214}
}
@ARTICLE{ Pfaff:2010:anisopart,
AUTHOR = {T. Pfaff and N. Thuerey and J. Cohen and S. Tariq and M. Gross},
TITLE = {{Scalable Fluid Simulation using Anisotropic Turbulence Particles}},
YEAR = {2010},
JOURNAL = ACM_TOG,
PUBLISHER = {ACM Press},
VOLUME = {29 (5)},
PAGES = {8}
}
@ARTICLE{ Thuerey:2010:surfacetens,
AUTHOR = {N. Thuerey and C. Wojtan and M. Gross and G. Turk},
TITLE = {{A Multiscale Approach to Mesh-based Surface Tension Flows}},
YEAR = {2010},
JOURNAL = ACM_TOG,
PUBLISHER = {ACM Press},
VOLUME = {29 (4)},
PAGES = {10}
}
@ARTICLE{ Wojtan:2010:thinsheets,
AUTHOR = {C. Wojtan and N. Thuerey and M. Gross and G. Turk},
TITLE = {{Physics-Inspired Topology Changes for Thin Fluid Features}},
YEAR = {2010},
JOURNAL = ACM_TOG,
PUBLISHER = {ACM Press},
VOLUME = {29 (4)},
PAGES = {8}
}
@ARTICLE{ Pfaff:2009:wallturb,
AUTHOR = {T. Pfaff and N. Thuerey and A. Selle and M. Gross},
TITLE = {{Synthetic Turbulence using Artificial Boundary Layers}},
YEAR = {2009},
JOURNAL = ACM_TOG,
PUBLISHER = {ACM Press},
VOLUME = {28 (5)},
PAGES = {10}
}
@ARTICLE{ Wojtan:2009:topogoop,
AUTHOR = {C. Wojtan and N. Thuerey and M. Gross and G. Turk},
TITLE = {{Deforming Meshes that Split and Merge}},
YEAR = {2009},
JOURNAL = ACM_TOG,
PUBLISHER = {ACM Press},
VOLUME = {28 (3)},
PAGES = {9}
}
@ARTICLE{ Oskam:2009:camcontrol,
AUTHOR = {T. Oskam and R. W. Sumner and N. Thuerey and M. Gross},
TITLE = {{Visibility Transition Planning for Real-Time Camera Control}},
YEAR = {2009},
JOURNAL = SCA,
PUBLISHER = {Eurographics Association},
PAGES = {55-65}
}
@ARTICLE{ Thuerey:2009:dpfcGraphMod,
AUTHOR = {N. Thuerey and R. Keiser and U. Ruede and M. Pauly},
TITLE = {{Detail-Preserving Fluid Control}},
YEAR = {2009},
JOURNAL = {Graphical Models},
PUBLISHER = {Elsevier},
VOLUME = {71,6},
PAGES = {221-228}
}
@ARTICLE{ TedKim:2008:waveletTurbulence,
AUTHOR = {T. Kim and N. Thuerey and D. James and M. Gross},
TITLE = {{Wavelet Turbulence for Fluid Simulation}},
YEAR = {2008},
JOURNAL = ACM_TOG,
PUBLISHER = {ACM Press},
VOLUME = {27 (3)},
PAGES = {6}
}
@ARTICLE{ Angst:2008:fluidchar,
AUTHOR = {R. Angst and N. Thuerey and M. Botsch and M. Gross},
TITLE = {{Robust and Efficient Wave Simulations on Deforming Meshes}},
YEAR = {2008},
JOURNAL = EG_CGF,
PUBLISHER = {Blackwell Publishing},
VOLUME = {27 (7)},
PAGES = {1895-1900}
}
@ARTICLE{ Thuerey:2008:adapLbm,
AUTHOR = {N. Thuerey and U. Ruede},
TITLE = {{Stable free surface flows with the lattice Boltzmann method on adaptively coarsened grids}},
YEAR = {2009},
JOURNAL = {Computing and Visualization in Science},
PUBLISHER = {Springer},
VOLUME = {12 (5)}
}
@ARTICLE{ Sumner:2008:ethgpl,
AUTHOR = {R. Sumner and N. Thuerey and M. Gross},
TITLE = {{The ETH Game Programming Laboratory: A Capstone for Computer Science and Visual Computing}},
YEAR = {2008},
JOURNAL = {Game Development in Computer Science Education},
PUBLISHER = {ACM}
}
@ARTICLE{ Thuerey:2007:paraLbm,
AUTHOR = {N. Thuerey and T. Pohl and U. Ruede},
TITLE = {{Hybrid Parallelization Techniques for Lattice Boltzmann Free Surface Flows}},
YEAR = {2007},
JOURNAL = {Proceedings of Parallel CFD 2007},
PUBLISHER = {-},
PAGES = {1-8}
}
@ARTICLE{ Iglberger:2008:movPartLbm,
AUTHOR = {K. Iglberger and N. Thuerey and U. Ruede},
TITLE = {{Simulation of moving particles in 3D with the Lattice Boltzmann method}},
YEAR = {2008},
JOURNAL = {Computers and Mathematics with Applications, Mesoscopic Methods in Engineering and Science},
PUBLISHER = {Elsevier},
VOLUME = {55 (7)},
PAGES = {1461-1468},
EDITORS = {L.-S. Luo, M. Krafczyk and Y. Liu}
}
@ARTICLE{ Thuerey:2007:rtWaves,
AUTHOR = {N. Thuerey and M. Mueller-Fischer and S. Schirm and M. Gross},
TITLE = {{Real-time Breaking Waves for Shallow Water Simulations}},
YEAR = {2007},
JOURNAL = {Proc. Pacific Conference on Computer Graphics and Applications},
PUBLISHER = {IEEE Computer Society},
PAGES = {39-46}
}
@ARTICLE{ Thuerey:2007:swsBubbles,
AUTHOR = {N. Thuerey and F. Sadlo and S. Schirm and M. Mueller-Fischer and M. Gross},
TITLE = {{Real-time simulations of bubbles and foam within a shallow water framework}},
YEAR = {2007},
JOURNAL = SCA,
PUBLISHER = {Eurographics Association},
PAGES = {191-198}
}
@ARTICLE{ Thuerey:2006:SCA06dpfc,
AUTHOR = {N. Thuerey and R. Keiser and U. Ruede and M. Pauly},
TITLE = {{Detail-Preserving Fluid Control}},
YEAR = {2006},
JOURNAL = SCA,
PUBLISHER = {Eurographics Association},
PAGES = {7-12}
}
@ARTICLE{ Thuerey:2006:SCA06sws,
AUTHOR = {N. Thuerey and U. Ruede and M. Stamminger},
TITLE = {{Animation of Open water Phenomena with coupled Shallow Water and Free Surface Simulation}},
YEAR = {2006},
JOURNAL = SCA,
PUBLISHER = {Eurographics Association},
PAGES = {157-166}
}
@ARTICLE{ Thuerey:2006:VMV06,
AUTHOR = {N. Thuerey and K. Iglberger and U. Ruede},
TITLE = {{Free Surface Flows with Moving and Deforming Objects for LBM}},
YEAR = {2006},
JOURNAL = {Proceedings of Vision, Modeling and Visualization 2006},
PUBLISHER = {IOS Press},
PAGES = {193-200}
}
@ARTICLE{ Zheng:2006:VMV06,
AUTHOR = {Y. Zheng and H. Koestler and N. Thuerey and U. Ruede},
TITLE = {{Enhanced Motion Blur Calculation with Optical Flow}},
YEAR = {2006},
JOURNAL = {Proceedings of Vision, Modeling and Visualization 2006},
PUBLISHER = {IOS Press},
PAGES = {253-260}
}
@ARTICLE{ Binder:2006:jcollif,
AUTHOR = {C. Binder and C. Feichtinger and H.-J. Schmid and N. Thuerey and W. Peukert and U. Ruede},
TITLE = {{Simulation of the Hydrodynamic Drag of Aggregated Particles}},
YEAR = {2006},
JOURNAL = {Journal of Colloid and Interface Science},
PUBLISHER = {Elsevier},
VOLUME = {301},
PAGES = {155-167}
}
@ARTICLE{ Koerner:2006:PLBM,
AUTHOR = {C. Koerner and T. Pohl and U. Ruede and N. Thuerey and T. Zeiser},
TITLE = {{Parallel Lattice Boltzmann Methods for CFD Applications}},
YEAR = {2006},
JOURNAL = {Numerical Solution of Partial Differential Equations on Parallel Computers},
PUBLISHER = {Springer},
VOLUME = {ISBN 3-540-29076-1},
PAGES = {439-465}
}
@ARTICLE{ Thuerey:2006:adapParam,
AUTHOR = {N. Thuerey and T. Pohl and U. Ruede and M. Oechsner and C. Koerner},
TITLE = {{Optimization and Stabilization of LBM Free Surface Flow Simulations using Adaptive Parameterization}},
YEAR = {2006},
JOURNAL = {Computers and Fluids},
PUBLISHER = {Elsevier},
VOLUME = {35 [8-9]},
PAGES = {934-939}
}
@ARTICLE{ Koerner:2005:lbmFoaming,
AUTHOR = {C. Koerner and M. Thies and T. Hofmann and N. Thuerey and U. Ruede},
TITLE = {{Lattice Boltzmann Model for Free Surface Flow for Modeling Foaming}},
YEAR = {2005},
JOURNAL = {Journal of Statistical Physics},
PUBLISHER = {Springer},
VOLUME = {121 [1-2]},
PAGES = {179--196}
}
@ARTICLE{ Thuerey:2004:fsLevelsetLbm,
AUTHOR = {N. Thuerey and U. Ruede},
TITLE = {{Free Surface Lattice-Boltzmann fluid simulations with and without level sets}},
YEAR = {2004},
JOURNAL = {Proc. of Vision, Modelling, and Visualization VMV},
PUBLISHER = {IOS Press},
PAGES = {199-207}
}
@ARTICLE{ Pohl:2004:paraLbmSc,
AUTHOR = {T. Pohl and Frank Deserno and N. Thuerey and U. Ruede and P. Lammers and G. Wellein and T. Zeiser},
TITLE = {{Performance Evaluation of Parallel Large-Scale Lattice Boltzmann Applications on Three Supercomputing Architectures}},
YEAR = {2004},
JOURNAL = {SC '04: Proceedings of the 2004 ACM/IEEE conference on Supercomputing},
PUBLISHER = {IEEE Computer Society},
PAGES = {21}
}
@ARTICLE{ Thuerey:2002:perfOpt3dMg,
AUTHOR = {M. Kowarschik and U. Ruede and N. Thuerey and C. Weiss},
TITLE = {{Performance Optimization of 3D Multigrid on Hierarchical Memory Architectures}},
YEAR = {2002},
JOURNAL = {Proceedings of PARA'02},
PUBLISHER = {Springer, Lecture Notes in Computer Science},
PAGES = {307-318}
}
@ARTICLE{ Gross:2011:gameDesignChapter,
AUTHOR = {M. Gross and R. Sumner and N. Thuerey},
TITLE = {{The Design and Development of Computer Games}},
YEAR = {2011},
JOURNAL = {The Design of Material, Organism, and Minds (Editors: S. Lang, M. Hampe)},
PUBLISHER = {Springer},
VOLUME = {ISBN 978-3-549-68995-9},
PAGES = {14}
}
@ARTICLE{ Iglberger:2005:movNanoPart,
AUTHOR = {Iglberger and N. Thuerey and U. Ruede and H. Schmid and W. Peukert},
TITLE = {{Simulation of moving Nano-Particles with the Lattice Boltzmann Method in 3D}},
YEAR = {2005},
JOURNAL = {Proceedings of ASIM '05},
PUBLISHER = {SCS Publishing House}
}
@ARTICLE{ Feichtinger:2005:dragForcesLbm,
AUTHOR = {C. Feichtinger and N. Thuerey and U. Ruede and C. Binder and H. Schmid and W. Peukert},
TITLE = {{Drag Force Simulations of Particle Agglomerates with the Lattice-Boltzmann Method}},
YEAR = {2005},
JOURNAL = {Proceedings of ASIM '05},
PUBLISHER = {SCS Publishing House}
}
@ARTICLE{ Thuerey:2005:adapGridsLbm,
AUTHOR = {N. Thuerey and U. Ruede},
TITLE = {{Optimized Free Surface Fluids on Adaptive Grids with the Lattice Boltzmann Method}},
YEAR = {2005},
JOURNAL = {Poster},
PUBLISHER = {SIGGRAPH '05}
}
@ARTICLE{ Thuerey:2005:interactiveLbmFluids,
AUTHOR = {N. Thuerey and C. Koerner and U. Ruede},
TITLE = {{Interactive Free Surface Fluids with the Lattice Boltzmann Method}},
YEAR = {2005},
JOURNAL = {Technical Report 05-4},
PUBLISHER = {Department of Computer Science 10 System Simulation}
}
@ARTICLE{ Thuerey:2003:singlePhaseFsLbm,
AUTHOR = {N. Thuerey},
TITLE = {{A Lattice Boltzmann method for single-phase free surface flows in 3D}},
YEAR = {2003},
JOURNAL = {Master thesis},
PUBLISHER = {Dept. of Computer Science 10, University of Erlangen-Nuremberg}
}
@ARTICLE{ Thuerey:2002:cacheOptMg,
AUTHOR = {N. Thuerey},
TITLE = {{Cache Optimizations for Multigrid in 3D}},
YEAR = {2002},
JOURNAL = {Semester thesis},
PUBLISHER = {Dept. of Computer Science 10, University of Erlangen-Nuremberg}
}
more text
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% ----------------- external --------------------
@inproceedings{tompson2017,
title = {Accelerating Eulerian Fluid Simulation With Convolutional Networks},
booktitle = {Proceedings of Machine Learning Research},
author = {Tompson, Jonathan and Schlachter, Kristofer and Sprechmann, Pablo and Perlin, Ken},
year = 2017,
pages = {3424--3433}
}
@article{raissi2018hiddenphys,
title={Hidden physics models: Machine learning of nonlinear partial differential equations},
author={Raissi, Maziar and Karniadakis, George Em},
journal={Journal of Computational Physics},
volume={357},
pages={125--141},
year={2018},
publisher={Elsevier}
}
intro update
2021-01-26 06:04:57 +01:00
@book{stocker2014climate,
title={Climate change 2013: the physical science basis: Working Group I contribution to the Fifth assessment report of the Intergovernmental Panel on Climate Change},
author={Stocker, Thomas},
year={2014},
publisher={Cambridge university press}
}
@article{maingi2019fesreport,
title={Summary of the FESAC transformative enabling capabilities panel report},
author={Maingi, Rajesh and Lumsdaine, Arnold and Allain, Jean Paul and Chacon, Luis and Gourlay, SA and others},
journal={Fusion Science and Technology},
volume={75},
number={3},
pages={167--177},
year={2019},
publisher={Taylor Francis}
}
@article{o2016scalable,
title={Scalable quantum simulation of molecular energies},
author={O’Malley, Peter JJ and Babbush, Ryan and Kivlichan, Ian D and Romero, Jonathan and McClean, Jarrod R and Barends, Rami and Kelly, Julian and Roushan, Pedram and Tranter, Andrew and Ding, Nan and others},
journal={Physical Review X},
volume={6},
number={3},
pages={031007},
year={2016},
publisher={APS}
}
more text
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intro update
2021-01-26 06:04:57 +01:00
@inproceedings{krizhevsky2012,
title = {ImageNet Classification with Deep Convolutional Neural Networks},
author = {Alex Krizhevsky and Sutskever, Ilya and Hinton, Geoffrey E},
booktitle = {Advances in Neural Information Processing Systems},
year =2012,
}
more text
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intro update
2021-01-26 06:04:57 +01:00
@article{radford2019language,
title={Language models are unsupervised multitask learners},
author={Radford, Alec and Wu, Jeffrey and Child, Rewon and Luan, David and Amodei, Dario and Sutskever, Ilya},
journal={OpenAI blog},
volume={1},
number={8},
pages={9},
year={2019}
}
more text
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intro update
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@article{alquraishi2019alphafold,
title={AlphaFold at CASP13},
bib urls
2021-01-31 05:55:24 +01:00
author={Quraishi, Mohammed Al},
intro update
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journal={Bioinformatics},
volume={35},
number={22},
pages={4862--4865},
year={2019},
publisher={Oxford University Press}
}
more text
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udpated notation, into control
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@inproceedings{sanchez2020learning,
title={Learning to simulate complex physics with graph networks},
author={Sanchez-Gonzalez, Alvaro and Godwin, Jonathan and Pfaff, Tobias and Ying, Rex and Leskovec, Jure and Battaglia, Peter},
booktitle={International Conference on Machine Learning},
pages={8459--8468},
year={2020},
}
updated overview equations
2021-05-09 10:45:10 +02:00
@article{kingma2014adam,
title={Adam: A method for stochastic optimization},
author={Kingma, Diederik P and Ba, Jimmy},
update RL intro from Felix
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journal={arXiv:1412.6980},
updated overview equations
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year={2014}
}
bib urls
2021-01-31 05:55:24 +01:00
update diffphys intro
2021-05-27 13:54:28 +02:00
@article{silver2017mastering,
title={Mastering the game of {Go} without human knowledge},
author={Silver, David and Schrittwieser, Julian and Simonyan, Karen and Antonoglou, Ioannis and Huang, Aja and others},
journal={Nature},
volume={550},
number={7676},
year={2017}
}
@book{sutton2018rl,
title={Reinforcement learning: An introduction},
author={Sutton, Richard S and Barto, Andrew G},
year={2018},
publisher={MIT press}
}
update RL intro from Felix
2021-06-12 13:31:41 +02:00
@article{schulman2017proximal,
title={Proximal policy optimization algorithms},
author={Schulman, John and Wolski, Filip and Dhariwal, Prafulla and Radford, Alec and Klimov, Oleg},
journal={arXiv:1707.06347},
year={2017}
}
update actor critic equations
2021-06-21 18:06:53 +02:00
@article{schulman2015high,
title={High-dimensional continuous control using generalized advantage estimation},
author={Schulman, John and Moritz, Philipp and Levine, Sergey and Jordan, Michael and Abbeel, Pieter},
journal={arXiv preprint arXiv:1506.02438},
year={2015}
}
update diffphys intro
2021-05-27 13:54:28 +02:00
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