Hermann G. Matthies

Publication Activity (10 Years)

Years Active: 2003-2024
Publications (10 Years): 24

Top Topics

Conditional Expectation

Data Assimilation

Parametric Models

Top Venues

Adv. Model. Simul. Eng. Sci.

SIAM/ASA J. Uncertain. Quantification

J. Comput. Phys.

Publications

Sharana Kumar Shivanand, Bojana V. Rosic, Hermann G. Matthies
Stochastic modelling of symmetric positive definite material tensors. J. Comput. Phys. 505 (2024)
Alexander Litvinenko, Youssef M. Marzouk, Hermann G. Matthies, Marco Scavino, Alessio Spantini
Computing f -divergences and distances of high-dimensional probability density functions. Numer. Linear Algebra Appl. 30 (3) (2023)
Alexander Litvinenko, Youssef M. Marzouk, Hermann G. Matthies, Marco Scavino, Alessio Spantini
Computing f-Divergences and Distances of High-Dimensional Probability Density Functions - Low-Rank Tensor Approximations. CoRR (2021)
Truong-Vinh Hoang, Sebastian Krumscheid, Hermann G. Matthies, Raúl Tempone
Machine learning-based conditional mean filter: a generalization of the ensemble Kalman filter for nonlinear data assimilation. CoRR (2021)
Sharana Kumar Shivanand, Bojana Rosic, Hermann G. Matthies
Stochastic modelling of symmetric positive-definite material tensors. CoRR (2021)
Chong Wang, Hermann G. Matthies
Coupled fuzzy-interval model and method for structural response analysis with non-probabilistic hybrid uncertainties. Fuzzy Sets Syst. 417 (2021)
Truong-Vinh Hoang, Hermann G. Matthies
Deep Neural Network-Based Filtering Techniques for Data Assimilation. ERCIM News 2020 (122) (2020)
Emir Karavelic, Hermann G. Matthies, Adnan Ibrahimbegovic
Machine-Learning-Based Reduced Order Model for Macro-Scale Stochastic Plasticity. ERCIM News 2020 (122) (2020)
Hermann G. Matthies, Roger Ohayon
Parametric models analysed with linear maps. Adv. Model. Simul. Eng. Sci. 7 (1) (2020)
A. Stanic, B. Brank, Adnan Ibrahimbegovic, Hermann G. Matthies
Crack propagation simulation without crack tracking algorithm: embedded discontinuity formulation with incompatible modes. CoRR (2020)
Tymofiy Gerasimov, Ulrich Römer, Jaroslav Vondrejc, Hermann G. Matthies, Laura De Lorenzis
Stochastic phase-field modeling of brittle fracture: computing multiple crack patterns and their probabilities. CoRR (2020)
Mike Espig, Wolfgang Hackbusch, Alexander Litvinenko, Hermann G. Matthies, Elmar Zander
Iterative algorithms for the post-processing of high-dimensional data. J. Comput. Phys. 410 (2020)
Muhammad S. Sarfaraz, Bojana V. Rosic, Hermann G. Matthies, Adnan Ibrahimbegovic
Bayesian stochastic multi-scale analysis via energy considerations. Adv. Model. Simul. Eng. Sci. 7 (1) (2020)
Hermann G. Matthies, Roger Ohayon
Parametric Models Analysed with Linear Maps. CoRR (2019)
Alexander Litvinenko, David E. Keyes, Venera Khoromskaia, Boris N. Khoromskij, Hermann G. Matthies
Tucker Tensor Analysis of Matérn Functions in Spatial Statistics. Comput. Methods Appl. Math. 19 (1) (2019)
Ehsan Adeli, Bojana V. Rosic, Hermann G. Matthies, Sven Reinstädler
Effect of Load Path on Parameter Identification for Plasticity Models using Bayesian Methods. CoRR (2019)
Mike Espig, Wolfgang Hackbusch, Alexander Litvinenko, Hermann G. Matthies, Elmar Zander
Post-Processing of High-Dimensional Data. CoRR (2019)
Chong Wang, Hermann G. Matthies
Novel model calibration method via non-probabilistic interval characterization and Bayesian theory. Reliab. Eng. Syst. Saf. 183 (2019)
Jaroslav Vondrejc, Hermann G. Matthies
Accurate Computation of Conditional Expectation for Highly Nonlinear Problems. SIAM/ASA J. Uncertain. Quantification 7 (4) (2019)
Ehsan Adeli, Hermann G. Matthies
Parameter Identification in Viscoplasticity using Transitional Markov Chain Monte Carlo Method. CoRR (2019)
Chong Wang, Hermann G. Matthies
Hybrid evidence-and-fuzzy uncertainty propagation under a dual-level analysis framework. Fuzzy Sets Syst. 367 (2019)
Hermann G. Matthies, Roger Ohayon
Analysis of parametric models. Adv. Comput. Math. 45 (5) (2019)
Giovanni Stabile, Hermann G. Matthies, Claudio Borri
A novel reduced order model for vortex induced vibrations of long flexible cylinders. CoRR (2018)
Hermann G. Matthies, Elmar Zander, Bojana V. Rosic, Alexander Litvinenko
Parameter estimation via conditional expectation: a Bayesian inversion. Adv. Model. Simul. Eng. Sci. 3 (1) (2016)
Dishi Liu, Hermann G. Matthies
Pivoted Cholesky decomposition by Cross Approximation for efficient solution of kernel systems. CoRR (2015)
Sergey Dolgov, Boris N. Khoromskij, Alexander Litvinenko, Hermann G. Matthies
Polynomial Chaos Expansion of Random Coefficients and the Solution of Stochastic Partial Differential Equations in the Tensor Train Format. SIAM/ASA J. Uncertain. Quantification 3 (1) (2015)
Loïc Giraldi, Dishi Liu, Hermann G. Matthies, Anthony Nouy
To Be or Not to be Intrusive? The Solution of Parametric and Stochastic Equations - Proper Generalized Decomposition. SIAM J. Sci. Comput. 37 (1) (2015)
Adnan Ibrahimbegovic, Rainer Niekamp, Christophe Kassiotis, Damijan Markovic, Hermann G. Matthies
Code-coupling strategy for efficient development of computer software in multiscale and multiphysics nonlinear evolution problems in computational mechanics. Adv. Eng. Softw. 72 (2014)
Mike Espig, Wolfgang Hackbusch, Alexander Litvinenko, Hermann G. Matthies, Philipp Wähnert
Efficient low-rank approximation of the stochastic Galerkin matrix in tensor formats. Comput. Math. Appl. 67 (4) (2014)
Loïc Giraldi, Alexander Litvinenko, Dishi Liu, Hermann G. Matthies, Anthony Nouy
To Be or Not to Be Intrusive? The Solution of Parametric and Stochastic Equations - the "Plain Vanilla" Galerkin Case. SIAM J. Sci. Comput. 36 (6) (2014)
Oliver Pajonk, Bojana V. Rosic, Hermann G. Matthies
Sampling-free linear Bayesian updating of model state and parameters using a square root approach. Comput. Geosci. 55 (2013)
Anna Kucerová, Jan Sykora, Bojana V. Rosic, Hermann G. Matthies
Acceleration of uncertainty updating in the description of transport processes in heterogeneous materials. J. Comput. Appl. Math. 236 (18) (2012)
Bojana V. Rosic, Anna Kucerová, Jan Sykora, Oliver Pajonk, Alexander Litvinenko, Hermann G. Matthies
Parameter Identification in a Probabilistic Setting CoRR (2012)
Bojana V. Rosic, Alexander Litvinenko, Oliver Pajonk, Hermann G. Matthies
Sampling-free linear Bayesian update of polynomial chaos representations. J. Comput. Phys. 231 (17) (2012)
Hermann G. Matthies
Wissenschaftliches Rechnen - Scientific Computing. 40 Jahre Informatik @ Braunschweig (2012)
Anna Kucerová, Jan Sykora, Bojana V. Rosic, Hermann G. Matthies
Acceleration of Uncertainty Updating in the Description of Transport Processes in Heterogeneous Materials CoRR (2011)
Hermann G. Matthies, Alexander Litvinenko, Oliver Pajonk, Bojana V. Rosic, Elmar Zander
Parametric and Uncertainty Computations with Tensor Product Representations. WoCoUQ (2011)
Boris N. Khoromskij, Alexander Litvinenko, Hermann G. Matthies
Application of hierarchical matrices for computing the Karhunen-Loève expansion. Computing 84 (1-2) (2009)
Markus Krosche, Rainer Niekamp, Hermann G. Matthies
A Component Based Architecture for Coupling Optimization and Simulation Software in a Distributed Environment. SNPD (2003)