% 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"} @article{chu2021physgan, author = {Chu, Mengyu and Thuerey, Nils and Seidel, Hans-Peter and Theobalt, Christian and Zayer, Rhaleb}, title ={{Learning Meaningful Controls for Fluids}}, journal = ACM_TOG, volume = {40(4)}, year = {2021}, publisher = {ACM}, } % url={https://people.mpi-inf.mpg.de/~mchu/gvv-den2vel/den2vel.html}, @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/}, } @article{um2020sol, title={Solver-in-the-Loop: Learning from Differentiable Physics to Interact with Iterative PDE-Solvers}, author={Um, Kiwon and Brand, Robert and Holl, Philipp and Fei, Raymond and Thuerey, Nils}, journal=NeurIPS, year={2020}, url={https://ge.in.tum.de/publications/2020-um-solver-in-the-loop/}, } @article{kohl2020lsim, title={Learning Similarity Metrics for Numerical Simulations}, author={Kohl, Georg and Um, Kiwon and Thuerey, Nils}, journal=ICML, year={2020}, url={https://ge.in.tum.de/publications/2020-lsim-kohl/}, } @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, year={2020}, url={https://ge.in.tum.de/publications/2020-lssubdiv-wiewel/}, } @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}, publisher={ACM}, url={https://ge.in.tum.de/publications/2019-tecogan-chu/}, } @inproceedings{weiss2020ssc, title={Correspondence-Free Material Reconstruction using Sparse Surface Constraints}, author={Weiss, Sebastian and Maier, Robert and Cremers, Daniel and Westermann, Rudiger and Thuerey, Nils}, booktitle=CVPR, pages={4686--4695}, year={2020}, url={https://ge.in.tum.de/publications/2020-cvpr-weiss/}, } @inproceedings{holl2019pdecontrol, title={Learning to Control PDEs with Differentiable Physics}, author={Holl, Philipp and Koltun, Vladlen and Thuerey, Nils}, booktitle=ICLR, year={2019}, url={https://ge.in.tum.de/publications/2020-iclr-holl/}, } @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/}, } @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, year={2019}, url={https://ge.in.tum.de/publications/2020-iclr-prantl/}, } @inproceedings{ummenhofer2019contconv, title={Lagrangian fluid simulation with continuous convolutions}, author={Ummenhofer, Benjamin and Prantl, Lukas and Thuerey, Nils and Koltun, Vladlen}, booktitle=ICLR, year={2019}, url={https://ge.in.tum.de/publications/2020-ummenhofer-iclr/}, } @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}, publisher={ACM}, url={https://ge.in.tum.de/publications/2019-tog-eckert/}, } @article{thuerey2020dfp, 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}, publisher={American Institute of Aeronautics and Astronautics}, url={https://ge.in.tum.de/publications/2018-deep-flow-pred/}, } @article{prantl2019rtliq, title ={{Generating Liquid Simulations with Deformation-Aware Neural Networks}}, author={Lukas Prantl and Boris Bonev and Nils Thuerey}, journal=ICLR, year={2019}, pages={20}, url={https://ge.in.tum.de/publications/2017-prantl-defonn/}, } @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}, url={https://ge.in.tum.de/publications/latent-space-physics/}, } @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}, url={http://www.byungsoo.me/project/deep-fluids/}, } @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}, publisher = {ACM}, url={https://ge.in.tum.de/publications/tempogan/}, } @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)}, year={2018}, url={https://ge.in.tum.de/publications/2018-mlflip-um/}, } @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}, publisher={ACM}, url={http://ge.in.tum.de/publications/2017-sig-chu/}, } @article{thuerey2017interpolations, title ={{Interpolations of Smoke and Liquid Simulations}}, author={Thuerey, Nils}, journal=ACM_TOG, volume={36}, number={1}, pages={3}, year={2017}, publisher={ACM} } @article{canabal2016dispersion, 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} } @article{jones2016example, 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} } @inproceedings{ferstl2016narrow, 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} } @article{monszpart2016smash, 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} } @article{mercier2015surface, 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} } @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} } % ----------------- 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} } @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} } @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, } @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} } @article{alquraishi2019alphafold, title={AlphaFold at CASP13}, author={Quraishi, Mohammed Al}, journal={Bioinformatics}, volume={35}, number={22}, pages={4862--4865}, year={2019}, publisher={Oxford University Press} } @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}, } @article{kingma2014adam, title={Adam: A method for stochastic optimization}, author={Kingma, Diederik P and Ba, Jimmy}, journal={arXiv:1412.6980}, year={2014} } @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} } @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} } @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} }