talks
Alexander Heinlein's talks in reversed chronological order.
2023
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NVIDIA/HLRSEfficient Schwarz Preconditioning Techniques for Nonlinear Problems Using FROSch20232023 International Congress on Industrial and Applied Mathematics (ICIAM 2023), Waseda University, Tokyo, Japan, August 20-25
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COMINDSMultilevel domain decomposition-based architectures for physics-informed neural networks2023Invited talk. Optimization Workshop (Thematic Einstein Semester on Optimization and Machine Learning), Humboldt Universität zu Berlin, Berlin, June 14-16
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COMINDSNeural networks with physical constraints – Domain decomposition-based network architectures, and model order reduction2023Invited plenary talk. GAMM Workshop on Computational and Mathematical Methods in Data Science, Center for Data and Simulation Science, University of Cologne, Cologne, Germany, May 4-5
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CFC 2023Parallel Domain Decomposition Preconditioning Techniques for Incompressible Fluid Flow Problems202322nd IACM Computational Fluids Conference (CFC 2023), Cannes, France, April 25-38
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CFC 2023Surrogate Models for CFD Simulations Based on Convolutional Neural Networks202322nd IACM Computational Fluids Conference (CFC 2023), Cannes, France, April 25-38
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IGCM 2023Neural networks with physical constraints, domain decomposition-based training strategies, and model order reduction2023Invited plenary lecture. Indo-German conference on Computational Mathematics 2023 (IGCM-2023), Department of Computational and Data Sciences, Indian Institute of Science, Bangalore, India, March 27-30
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SIAM CSE23Domain Decomposition Training Strategies for Physics-Informed Neural Networks2023SIAM Conference on Computational Science and Engineering (CSE23). RAI Congress Centre, Amsterdam, The Netherlands, February 26 - March 3
2022
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SeminarNeural networks with physical constraints, domain decomposition-based training strategies, and model order reduction2022Invited talk. Scientific Machine Learning seminar series, University of Strathclyde, Glasgow, UK, December 6
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LUH2022Robust, algebraic, and scalable Schwarz preconditioners with extension-based coarse spaces2022Seminar talk. Leibniz Universität Hannover, Hannover, Germany, December 1
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UDE2022Robust, algebraic, and scalable solvers based on Schwarz domain decomposition methods2022Kolloquium Ingenieurmathematik, Universität Duisburg-Essen, Essen, Germany, September 15
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ColloquiumAlgebraic Schwarz Domain Decomposition Preconditioners – Parallel Scalability and Robustness2022Kolloquium des Fachbereichs Mathematik und Informatik, Universität Marburg, Marburg, Germany, July 18
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4TU.AMIParallel Domain Decomposition Solvers & Scientific Machine Learning20224TU.AMI summer event 2022, Eindhoven, The Netherlands, July 5
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SeminarSpectral coarse spaces for overlapping Schwarz methods based on energy-minimizing extensions2022Seminar, Ruhr-Universität Bochum, January 13
2021
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PPS LectureSurrogate Models for Computational Fluid Dynamics Simulations Using Convolutional Autoencoder Neural Networks and Physical Constraints2021Pretty Porous Science Lecture, Universität Stuttgart, December 7
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CIRM 2021Surrogate Models for Computational Fluid Dynamics Simulations Using Convolutional Autoencoder Neural Networks and Physical Constraints2021Invited Lecture. CIRM Conference “Analysis, Control and Numerics for PDE Models of Interest to Physical and Life Sciences”, Levico Terme, Italy, September 20-24
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ColloquiumFast and Robust Overlapping Schwarz Methods – New Developments and an Efficient Parallel Implementation in Trilinos2021Mathematisches Kolloquium, Universität Stuttgart, Online, February 16
2020
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DD XXVIFROSch Preconditioners for Land Ice Simulations of Greenland and Antarctica202026th International Conference on Domain Decomposition Methods (Virtual), Hong Kong, China, December 7-12
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DD XXVIFlow Predictions Using Convolutional Neural Networks202026th International Conference on Domain Decomposition Methods (Virtual), Hong Kong, China, December 7-12
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SeminarInaugural Lecture2020IANS Highlight Seminar, Universität Stuttgart, Germany, October 26
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SimTechSimTech Quickie2020Universität Stuttgart, Germany, October 19
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WorkshopComparing Arterial Wall Models for the Curved Tube Fluid-Structure Interaction Benchmark2020Jahrestreffen GAMM Fachausschuss “Computational Biomechanics” 2020, Bildungszentrum Kloster Banz, Germany, September 21-22
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WorkshopComparing Arterial Wall Models for the Curved Tube Fluid-Structure Interaction Benchmark2020Workshop on Numerical Mathematics and Mechanics, Kevelaer, Germany, February 3-6
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SeminarOverlapping Schwarz preconditioning techniques for nonlinear problems2020Seminar, Humboldt-Universität zu Berlin, Germany, January 29
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WorkshopFlow Predictions Using Convolutional Neural Networks2020International Workshop on Scientific Machine Learning, Universität zu Köln, Germany, January 8-10
2019
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ENUMATH 2019Flow predictions using convolutional neural network2019ENUMATH Conference 2019, Egmond aan Zee, Netherlands, October 2
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ENUMATH 2019FROSch – A framework for parallel Schwarz preconditioners in Trilinos2019ENUMATH Conference 2019, Egmond aan Zee, Netherlands, October 2
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SeminarFROSch – A framework for parallel Schwarz preconditioners in Trilinos2019Seminar, Sandia National Laboratories, USA, September 3
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MAFELAP 2019The FROSch (Fast and Robust Overlapping Schwarz) Package in Cardiovascular Simulations2019MAFELAP 2019, Brunel University London, England, June 19
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EuroTUGFast and Robust Overlapping Schwarz: FROSch2019European Trilinos User Group Meeting, ETH Zürich, Switzerland, June 11
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DAMUT ColloquiumDesigning robust and efficient domain decomposition methods for highly heterogeneous problems using local spectral information and machine learning techniques2019DAMUT Colloquium, University of Twente, Netherlands, May 8
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GAMM 90FROSch – A Parallel Implementation of the GDSW Domain Decomposition Preconditioner in Trilinos201990th GAMM Annual Meeting, Vienna, Austria, February 18-22
2018
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WorkshopThe FROSch Package in Cardiovascular Simulations2018Workshop on Modeling, Simulation and Optimization of the Cardiovascular System, Magdeburg, Germany, October 22-24
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SeminarFROSch – A Parallel Implementation of the GDSW Domain Decomposition Preconditioner in Trilinos2018Seminar, EPFL, Lausanne, Switzerland, August 30
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DD XXVFROSch – A Parallel Implementation of the GDSW Domain Decomposition Preconditioner in Trilinos201825th International Conference on Domain Decomposition Methods, St. John’s, Newfoundland, Canada, July 23-27
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DD XXVThree-Level Extensions of the GDSW Overlapping Schwarz Preconditioner201825th International Conference on Domain Decomposition Methods, St. John’s, Canada, July 23-27
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DD XXVMultiscale Discretizations and Coarse Spaces Based on ACMS201825th International Conference on Domain Decomposition Methods, St. John’s, Canada, July 23-27
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ECCM 6FROSch – A Parallel Implementation of the GDSW Domain Decomposition Preconditioner in Trilinos20186th European Conference on Computational Mechanics and 7th European Conference on Computational Fluid Dynamics, Glasgow, UK, June 11-15
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GAMM 89FROSch – A Parallel Implementation of the GDSW Domain Decomposition Preconditioner in Trilinos201889th GAMM Annual Meeting, Munich, Germany, March 19-23
2017
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SeminarFROSch – A Parallel Implementation of the GDSW Domain Decomposition Preconditioner in Trilinos2017Seminar, Sandia National Laboratories, USA, October 9
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PASC17Domain-Decomposition-Based Fluid-Structure Interaction Methods Using Nonlinear Anisotropic Arterial Wall Models2017PASC17 Conference, Lugano, Switzerland, Juni 26-28
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WorkshopAn Adaptive Coarse Space for the GDSW Algorithm2017Workshop of the German Center for Aerospace and the Mathematical Institute at the Universität zu Köln, Cologne, Germany, March 24
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GAMM 88Domain-Decomposition-Based Fluid-Structure Interaction Methods Using Nonlinear Anisotropic Arterial Wall Models201788th GAMM Annual Meeting, Weimar, Germany, March 6-10
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WorkshopDomain-Decomposition-Based Fluid-Structure Interaction Methods Using Nonlinear Anisotropic Arterial Wall Models2017Workshop on Numerical Mathematics and Mechanics, Kevelaer, Germany, February 13-15
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DD XIVAn Adaptive Coarse Space for the GDSW Algorithm201724th International Conference on Domain Decomposition Methods, Svalbard, Norway, February 6-10
2016
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WorkshopDomain-Decomposition-Based Fluid-Structure Interaction Methods Using Nonlinear Anisotropic Arterial Wall Models2016GAMM CSE Workshop 2016, Kassel, September 8-9
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WorkshopAn Adaptive Coarse Space for the GDSW Algorithm2016Workshop of the German Center for Aerospace and the Mathematical Institute at the Universität zu Köln, Cologne, March 14
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GAMM 87A parallel implementation of the approximate component mode synthesis special finite element method in 2D2016Joint Annual Meeting of DMV and GAMM, Braunschweig, Germany, March 7-11
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WorkshopA parallel implementation of the approximate component mode synthesis special finite element method in 2D2016Workshop on Numerical Mathematics and Mechanics, Kevelaer, Germany, February 22-25
2015
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WorkshopDomain-Decomposition-Based Fluid-Structure Interaction Methods using Nonlinear Anisotropic Arterial Wall Models2015Workshop on Innovative Modeling Techniques for Predictive Medicine, Lisbon, Portugal, November 12
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ENUMATH 2015Domain-Decomposition-Based Fluid-Structure Interaction Methods using Nonlinear Anisotropic Arterial Wall Models2015ENUMATH Conference 2015, Ankara, Turkey, September 14-18
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DD XXIIIDomain-Decomposition-Based Fluid-Structure Interaction Methods using Nonlinear Anisotropic Arterial Wall Models201523rd International Conference on Domain Decomposition Methods, Jeju Island, Korea, July 6-10
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GAMM 86Fluid-Structure Interaction in Hemodynamics Using Nonlinear, Anisotropic Hyperelastic Wall Models201586th GAMM Annual Meeting, Italy, March 23-27
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WorkshopFluid-Structure Interaction in Hemodynamics Using Nonlinear, Anisotropic Hyperelastic Wall Models2015Workshop on Numerical Mathematics and Mechanics, Kevelaer, Germany, February 23-25
2014
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WorkshopFluid-Structure Interaction in Hemodynamics Using Nonlinear, Anisotropic Hyperelastic Wall Models2014International Workshop on Modelling and Simulation in Biomechanics, Graz, Austria, September 15-17
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WorkshopGDSW - Domain Decomposition for Fluid-Structure Interaction2014Workshop on Numerical Mathematics and Mechanics, Kevelaer, Germany, February 10-12