talks
Alexander Heinlein's talks in reversed chronological order.
2023

NVIDIA/HLRSEfficient Schwarz Preconditioning Techniques for Nonlinear Problems Using FROSch20232023 International Congress on Industrial and Applied Mathematics (ICIAM 2023), Waseda University, Tokyo, Japan, August 2025

COMINDSMultilevel domain decompositionbased architectures for physicsinformed neural networks2023Invited talk. Optimization Workshop (Thematic Einstein Semester on Optimization and Machine Learning), Humboldt Universität zu Berlin, Berlin, June 1416

COMINDSNeural networks with physical constraints – Domain decompositionbased 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 45

CFC 2023Parallel Domain Decomposition Preconditioning Techniques for Incompressible Fluid Flow Problems202322nd IACM Computational Fluids Conference (CFC 2023), Cannes, France, April 2538

CFC 2023Surrogate Models for CFD Simulations Based on Convolutional Neural Networks202322nd IACM Computational Fluids Conference (CFC 2023), Cannes, France, April 2538

IGCM 2023Neural networks with physical constraints, domain decompositionbased training strategies, and model order reduction2023Invited plenary lecture. IndoGerman conference on Computational Mathematics 2023 (IGCM2023), Department of Computational and Data Sciences, Indian Institute of Science, Bangalore, India, March 2730

SIAM CSE23Domain Decomposition Training Strategies for PhysicsInformed Neural Networks2023SIAM Conference on Computational Science and Engineering (CSE23). RAI Congress Centre, Amsterdam, The Netherlands, February 26  March 3
2022

SeminarNeural networks with physical constraints, domain decompositionbased training strategies, and model order reduction2022Invited talk. Scientific Machine Learning seminar series, University of Strathclyde, Glasgow, UK, December 6

LUH2022Robust, algebraic, and scalable Schwarz preconditioners with extensionbased coarse spaces2022Seminar talk. Leibniz Universität Hannover, Hannover, Germany, December 1

UDE2022Robust, algebraic, and scalable solvers based on Schwarz domain decomposition methods2022Kolloquium Ingenieurmathematik, Universität DuisburgEssen, Essen, Germany, September 15

ColloquiumAlgebraic Schwarz Domain Decomposition Preconditioners – Parallel Scalability and Robustness2022Kolloquium des Fachbereichs Mathematik und Informatik, Universität Marburg, Marburg, Germany, July 18

4TU.AMIParallel Domain Decomposition Solvers & Scientific Machine Learning20224TU.AMI summer event 2022, Eindhoven, The Netherlands, July 5

SeminarSpectral coarse spaces for overlapping Schwarz methods based on energyminimizing extensions2022Seminar, RuhrUniversität Bochum, January 13
2021

PPS LectureSurrogate Models for Computational Fluid Dynamics Simulations Using Convolutional Autoencoder Neural Networks and Physical Constraints2021Pretty Porous Science Lecture, Universität Stuttgart, December 7

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 2024

ColloquiumFast and Robust Overlapping Schwarz Methods – New Developments and an Efficient Parallel Implementation in Trilinos2021Mathematisches Kolloquium, Universität Stuttgart, Online, February 16
2020

DD XXVIFROSch Preconditioners for Land Ice Simulations of Greenland and Antarctica202026th International Conference on Domain Decomposition Methods (Virtual), Hong Kong, China, December 712

DD XXVIFlow Predictions Using Convolutional Neural Networks202026th International Conference on Domain Decomposition Methods (Virtual), Hong Kong, China, December 712

SeminarInaugural Lecture2020IANS Highlight Seminar, Universität Stuttgart, Germany, October 26

SimTechSimTech Quickie2020Universität Stuttgart, Germany, October 19

WorkshopComparing Arterial Wall Models for the Curved Tube FluidStructure Interaction Benchmark2020Jahrestreffen GAMM Fachausschuss “Computational Biomechanics” 2020, Bildungszentrum Kloster Banz, Germany, September 2122

WorkshopComparing Arterial Wall Models for the Curved Tube FluidStructure Interaction Benchmark2020Workshop on Numerical Mathematics and Mechanics, Kevelaer, Germany, February 36

SeminarOverlapping Schwarz preconditioning techniques for nonlinear problems2020Seminar, HumboldtUniversität zu Berlin, Germany, January 29

WorkshopFlow Predictions Using Convolutional Neural Networks2020International Workshop on Scientific Machine Learning, Universität zu Köln, Germany, January 810
2019

ENUMATH 2019Flow predictions using convolutional neural network2019ENUMATH Conference 2019, Egmond aan Zee, Netherlands, October 2

ENUMATH 2019FROSch – A framework for parallel Schwarz preconditioners in Trilinos2019ENUMATH Conference 2019, Egmond aan Zee, Netherlands, October 2

SeminarFROSch – A framework for parallel Schwarz preconditioners in Trilinos2019Seminar, Sandia National Laboratories, USA, September 3

MAFELAP 2019The FROSch (Fast and Robust Overlapping Schwarz) Package in Cardiovascular Simulations2019MAFELAP 2019, Brunel University London, England, June 19

EuroTUGFast and Robust Overlapping Schwarz: FROSch2019European Trilinos User Group Meeting, ETH Zürich, Switzerland, June 11

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

GAMM 90FROSch – A Parallel Implementation of the GDSW Domain Decomposition Preconditioner in Trilinos201990th GAMM Annual Meeting, Vienna, Austria, February 1822
2018

WorkshopThe FROSch Package in Cardiovascular Simulations2018Workshop on Modeling, Simulation and Optimization of the Cardiovascular System, Magdeburg, Germany, October 2224

SeminarFROSch – A Parallel Implementation of the GDSW Domain Decomposition Preconditioner in Trilinos2018Seminar, EPFL, Lausanne, Switzerland, August 30

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 2327

DD XXVThreeLevel Extensions of the GDSW Overlapping Schwarz Preconditioner201825th International Conference on Domain Decomposition Methods, St. John’s, Canada, July 2327

DD XXVMultiscale Discretizations and Coarse Spaces Based on ACMS201825th International Conference on Domain Decomposition Methods, St. John’s, Canada, July 2327

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 1115

GAMM 89FROSch – A Parallel Implementation of the GDSW Domain Decomposition Preconditioner in Trilinos201889th GAMM Annual Meeting, Munich, Germany, March 1923
2017

SeminarFROSch – A Parallel Implementation of the GDSW Domain Decomposition Preconditioner in Trilinos2017Seminar, Sandia National Laboratories, USA, October 9

PASC17DomainDecompositionBased FluidStructure Interaction Methods Using Nonlinear Anisotropic Arterial Wall Models2017PASC17 Conference, Lugano, Switzerland, Juni 2628

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

GAMM 88DomainDecompositionBased FluidStructure Interaction Methods Using Nonlinear Anisotropic Arterial Wall Models201788th GAMM Annual Meeting, Weimar, Germany, March 610

WorkshopDomainDecompositionBased FluidStructure Interaction Methods Using Nonlinear Anisotropic Arterial Wall Models2017Workshop on Numerical Mathematics and Mechanics, Kevelaer, Germany, February 1315

DD XIVAn Adaptive Coarse Space for the GDSW Algorithm201724th International Conference on Domain Decomposition Methods, Svalbard, Norway, February 610
2016

WorkshopDomainDecompositionBased FluidStructure Interaction Methods Using Nonlinear Anisotropic Arterial Wall Models2016GAMM CSE Workshop 2016, Kassel, September 89

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

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 711

WorkshopA parallel implementation of the approximate component mode synthesis special finite element method in 2D2016Workshop on Numerical Mathematics and Mechanics, Kevelaer, Germany, February 2225
2015

WorkshopDomainDecompositionBased FluidStructure Interaction Methods using Nonlinear Anisotropic Arterial Wall Models2015Workshop on Innovative Modeling Techniques for Predictive Medicine, Lisbon, Portugal, November 12

ENUMATH 2015DomainDecompositionBased FluidStructure Interaction Methods using Nonlinear Anisotropic Arterial Wall Models2015ENUMATH Conference 2015, Ankara, Turkey, September 1418

DD XXIIIDomainDecompositionBased FluidStructure Interaction Methods using Nonlinear Anisotropic Arterial Wall Models201523rd International Conference on Domain Decomposition Methods, Jeju Island, Korea, July 610

GAMM 86FluidStructure Interaction in Hemodynamics Using Nonlinear, Anisotropic Hyperelastic Wall Models201586th GAMM Annual Meeting, Italy, March 2327

WorkshopFluidStructure Interaction in Hemodynamics Using Nonlinear, Anisotropic Hyperelastic Wall Models2015Workshop on Numerical Mathematics and Mechanics, Kevelaer, Germany, February 2325
2014

WorkshopFluidStructure Interaction in Hemodynamics Using Nonlinear, Anisotropic Hyperelastic Wall Models2014International Workshop on Modelling and Simulation in Biomechanics, Graz, Austria, September 1517

WorkshopGDSW  Domain Decomposition for FluidStructure Interaction2014Workshop on Numerical Mathematics and Mechanics, Kevelaer, Germany, February 1012