| Publication | Date of Publication | Type |
|---|
| Probabilistic-learning-based stochastic surrogate model from small incomplete datasets for nonlinear dynamical systems | 2024-03-21 | Paper |
| Probabilistic learning and updating of a digital twin for composite material systems | 2023-11-17 | Paper |
| Stochastic modeling and statistical calibration with model error and scarce data | 2023-11-06 | Paper |
| Probabilistic learning on manifolds (PLoM) with partition | 2023-10-31 | Paper |
| Multifidelity uncertainty quantification with models based on dissimilar parameters | 2023-09-12 | Paper |
| Updating an uncertain and expensive computational model in structural dynamics based on one single target FRF using a probabilistic learning tool | 2023-06-01 | Paper |
| Projection pursuit adaptation on polynomial chaos expansions | 2023-02-10 | Paper |
| A functional global sensitivity measure and efficient reliability sensitivity analysis with respect to statistical parameters | 2023-01-19 | Paper |
| Projection pursuit adaptation on polynomial chaos expansions | 2022-11-24 | Paper |
| VALIDATION OF A PROBABILISTIC MODEL FOR MESOSCALE ELASTICITY TENSOR OF RANDOM POLYCRYSTALS | 2022-11-04 | Paper |
| Accelerated basis adaptation in homogeneous chaos spaces | 2021-11-16 | Paper |
| An extended polynomial chaos expansion for PDF characterization and variation with aleatory and epistemic uncertainties | 2021-10-27 | Paper |
| Probabilistic learning on manifolds constrained by nonlinear partial differential equations for small datasets | 2021-10-26 | Paper |
| Normal-Bundle Bootstrap | 2021-07-06 | Paper |
| Dominant substructural vibration modes for fully-loaded spent nuclear fuel canisters | 2021-06-17 | Paper |
| Dynamics identification and forecasting of COVID-19 by switching Kalman filters | 2021-02-02 | Paper |
| Compressive sensing adaptation for polynomial chaos expansions | 2020-12-09 | Paper |
| Sampling of Bayesian posteriors with a non-Gaussian probabilistic learning on manifolds from a small dataset | 2020-11-04 | Paper |
| Multiscale modal analysis of fully-loaded spent nuclear fuel canisters | 2020-06-10 | Paper |
| Shape optimization under uncertainty for rotor blades of horizontal axis wind turbines | 2020-04-16 | Paper |
| A random matrix approach for quantifying model-form uncertainties in turbulence modeling | 2020-04-03 | Paper |
| Probabilistic Learning on Manifolds | 2020-02-28 | Paper |
| Solvers and precondtioners based on Gauss-Seidel and Jacobi algorithms for non-symmetric stochastic Galerkin system of equations | 2019-04-13 | Paper |
| Bayesian adaptation of chaos representations using variational inference and sampling on geodesics | 2019-02-27 | Paper |
| High-dimensional intrinsic interpolation using Gaussian process regression and diffusion maps | 2019-02-12 | Paper |
| A PCE-based multiscale framework for the characterization of uncertainties in complex systems | 2018-05-29 | Paper |
| The stochastic quasi-chemical model for bacterial growth: variational Bayesian parameter update | 2018-03-01 | Paper |
| Reduced Wiener chaos representation of random fields via basis adaptation and projection | 2017-12-15 | Paper |
| Polynomial chaos representation of databases on manifolds | 2017-12-14 | Paper |
| Towards a complete model of soil liquefaction: the importance of fluid flow and grain motion | 2017-09-29 | Paper |
| Efficient Bayesian Experimentation Using an Expected Information Gain Lower Bound | 2017-06-28 | Paper |
| Dimension reduction in stochastic modeling of coupled problems | 2016-12-30 | Paper |
| Measure transformation and efficient quadrature in reduced-dimensional stochastic modeling of coupled problems | 2016-12-30 | Paper |
| Reduced chaos expansions with random coefficientsin reduced-dimensional stochastic modeling of coupled problems | 2016-12-30 | Paper |
| Basis adaptation in homogeneous chaos spaces | 2016-12-05 | Paper |
| Data-driven probability concentration and sampling on manifold | 2016-12-05 | Paper |
| Simple urban simulation atop complicated models: multi-scale equation-free computing of sprawl using geographic automata | 2016-05-10 | Paper |
| Uncertainty quantification for Markov chain models | 2015-09-02 | Paper |
| Hierarchical Schur complement preconditioner for the stochastic Galerkin finite element methods | 2015-04-13 | Paper |
| Robust Structural Health Monitoring Using a Polynomial Chaos Based Sequential Data Assimilation Technique | 2015-01-30 | Paper |
| Convergence acceleration of polynomial chaos solutions via sequence transformation | 2014-10-09 | Paper |
| Hybrid Sampling/Spectral Method for Solving Stochastic Coupled Problems | 2014-02-25 | Paper |
| Truncated hierarchical preconditioning for the stochastic Galerkin FEM | 2013-09-03 | Paper |
| An invariant subspace‐based approach to the random eigenvalue problem of systems with clustered spectrum | 2012-12-29 | Paper |
| A variational-inequality approach to stochastic boundary value problems with inequality constraints and its application to contact and elastoplasticity | 2012-07-02 | Paper |
| A WAVELET-BASED APPROACH FOR THE IDENTIFICATION OF LINEAR TIME-VARYING DYNAMICAL SYSTEMS | 2012-05-03 | Paper |
| A probabilistic model for bounded elasticity tensor random fields with application to polycrystalline microstructures | 2011-12-19 | Paper |
| Reduced chaos decomposition with random coefficients of vector-valued random variables and random fields | 2011-11-30 | Paper |
| Large deviation theory for a homogenized and ``corrected elliptic ODE | 2011-09-22 | Paper |
| Probabilistic equivalence and stochastic model reduction in multiscale analysis | 2010-09-13 | Paper |
| Propagation of probabilistic uncertainty in complex physical systems using a stochastic finite element approach | 2010-09-11 | Paper |
| Efficient characterization of the random eigenvalue problem in a polynomial chaos decomposition | 2010-09-10 | Paper |
| Protein labeling reactions in electrochemical microchannel flow: Numerical simulation and uncertainty propagation | 2010-04-22 | Paper |
| Identification of Bayesian posteriors for coefficients of chaos expansions | 2010-04-15 | Paper |
| Efficient Monte Carlo computation of Fisher information matrix using prior information | 2010-04-06 | Paper |
| A Bounded Random Matrix Approach for Stochastic Upscaling | 2010-03-30 | Paper |
| Elements of a function analytic approach to probability | 2009-12-07 | Paper |
| Polynomial chaos representation of spatio-temporal random fields from experimental measurements | 2009-11-17 | Paper |
| Stochastic model reduction for chaos representations | 2009-11-06 | Paper |
| Asymptotic Sampling Distribution for Polynomial Chaos Representation from Data: A Maximum Entropy and Fisher Information Approach | 2009-09-28 | Paper |
| Materials integrity in microsystems: a framework for a petascale predictive-science-based multiscale modeling and simulation system | 2009-08-31 | Paper |
| Identification of chaos representations of elastic properties of random media using experimental vibration tests | 2009-05-08 | Paper |
| Stochastic convergence acceleration through basis enrichment of polynomial chaos expansions | 2009-04-16 | Paper |
| Domain decomposition of stochastic PDEs: Theoretical formulations | 2009-03-24 | Paper |
| A probabilistic construction of model validation | 2008-06-12 | Paper |
| Multi‐Resolution‐Analysis Scheme for Uncertainty Quantification in Chemical Systems | 2008-04-03 | Paper |
| https://portal.mardi4nfdi.de/entity/Q5448241 | 2008-03-20 | Paper |
| Maximum likelihood estimation of stochastic chaos representations from experimental data | 2007-05-22 | Paper |
| A wavelet-based approach for model and parameter identification of non-linear systems | 2007-03-28 | Paper |
| Polynomial chaos representation of a stochastic preconditioner | 2007-02-22 | Paper |
| On the construction and analysis of stochastic models: characterization and propagation of the errors associated with limited data | 2006-10-10 | Paper |
| Identification and prediction of stochastic dynamical systems in a polynomial chaos basis | 2006-03-08 | Paper |
| Equation-Free Particle-Based Computations: Coarse Projective Integration and Coarse Dynamic Renormalization in 2D | 2005-11-21 | Paper |
| Error Estimation in the Spatial Discretization of Multiscale Bridging Models | 2005-10-06 | Paper |
| Equation-Free Dynamic Renormalization: Self-Similarity in Multidimensional Particle System Dynamics | 2005-05-17 | Paper |
| A Multiscale Data Assimilation with the Ensemble Kalman Filter | 2005-03-01 | Paper |
| Natural Convection in a Closed Cavity under Stochastic Non-Boussinesq Conditions | 2005-02-25 | Paper |
| Physical Systems with Random Uncertainties: Chaos Representations with Arbitrary Probability Measure | 2005-02-25 | Paper |
| Numerical Challenges in the Use of Polynomial Chaos Representations for Stochastic Processes | 2005-02-25 | Paper |
| Uncertainty propagation using Wiener-Haar expansions | 2004-08-06 | Paper |
| Multi-resolution analysis of Wiener-type uncertainty propagation schemes | 2004-08-06 | Paper |
| Spectral stochastic homogenization of divergence-type PDEs. | 2004-05-27 | Paper |
| A multigrid solver for two-dimensional stochastic diffusion equations. | 2004-01-23 | Paper |
| Mid-frequency structural dynamics with parameter uncertainty. | 2003-05-06 | Paper |
| Iterative solution of systems of linear equations arising in the context of stochastic finite elements | 2003-01-09 | Paper |
| A stochastic projection method for fluid flow. II: Random process | 2002-12-16 | Paper |
| Adaptive control of flow-induced oscillations including vortex effects | 2002-08-15 | Paper |
| https://portal.mardi4nfdi.de/entity/Q4232766 | 2001-01-01 | Paper |
| A stochastic projection method for fluid flow. I: Basic formulation | 2001-01-01 | Paper |
| Ingredients for a general purpose stochastic finite elements implementation | 2000-08-21 | Paper |
| Probabilistic characterization of transport in heterogeneous media | 2000-02-02 | Paper |
| Numerical solution of spectral stochastic finite element systems | 1997-05-21 | Paper |
| Heuristic spectral estimation of bivariate nonstationary processes | 1997-01-06 | Paper |
| https://portal.mardi4nfdi.de/entity/Q3997987 | 1992-09-17 | Paper |
| Polynomial Chaos in Stochastic Finite Elements | 1990-01-01 | Paper |
