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Phaedon-Stelios Koutsourelakis
Phaedon-Stelios Koutsourelakis
Professorship of Data-driven Materials Modeling
Verified email at tum.de - Homepage
Title
Cited by
Cited by
Year
A critical appraisal of reliability estimation procedures for high dimensions
GI Schueller, HJ Pradlwarter, PS Koutsourelakis
Probabilistic engineering mechanics 19 (4), 463-474, 2004
5072004
Physics-constrained deep learning for high-dimensional surrogate modeling and uncertainty quantification without labeled data
Y Zhu, N Zabaras, PS Koutsourelakis, P Perdikaris
Journal of Computational Physics 394, 56-81, 2019
4522019
Reliability of structures in high dimensions, part I: algorithms and applications
PS Koutsourelakis, HJ Pradlwarter, GI Schueller
Probabilistic Engineering Mechanics 19 (4), 409-417, 2004
3762004
Application of line sampling simulation method to reliability benchmark problems
HJ Pradlwarter, GI Schueller, PS Koutsourelakis, DC Charmpis
Structural safety 29 (3), 208-221, 2007
2482007
Risk Assessment of interacting soil-structure system due to liquefaction
PS KOUTSOURELAKIS, JH PRÉVOST, G DEODATIS
Earthquake Engineering and Structural Dynamics 31 (4), 851-879., 2002
1212002
Assessing structural vulnerability against earthquakes using multi-dimensional fragility surfaces: A Bayesian framework
PS Koutsourelakis
Probabilistic Engineering Mechanics 25 (1), 49-60, 2010
1082010
The TRIC shell element: theoretical and numerical investigation
JH Argyris, M Papadrakakis, C Apostolopoulou, S Koutsourelakis
Computer Methods in Applied Mechanics and Engineering 182 (1-2), 217-245, 2000
892000
A multi-resolution, non-parametric, Bayesian framework for identification of spatially-varying model parameters
PS Koutsourelakis
Journal of computational physics 228 (17), 6184-6211, 2009
742009
Accurate uncertainty quantification using inaccurate computational models
PS Koutsourelakis
SIAM Journal on Scientific Computing 31 (5), 3274-3300, 2009
682009
A comparative study of reliability estimation procedures for high dimensions
GI Schuëller, HJ Pradlwarter, PS Koutsourelakis
16th ASCE Engineering mechanics conference, 16-18, 2003
602003
Free energy computations by minimization of Kullback–Leibler divergence: An efficient adaptive biasing potential method for sparse representations
I Bilionis, PS Koutsourelakis
Journal of Computational Physics 231 (9), 3849-3870, 2012
542012
Model-based structural health monitoring of naval ship hulls
CJ Stull, CJ Earls, PS Koutsourelakis
Computer Methods in Applied Mechanics and Engineering 200 (9-12), 1137-1149, 2011
432011
Simulation of binary random fields with applications to two-phase random media
PS Koutsourelakis, G Deodatis
Journal of Engineering Mechanics 131 (4), 397-412, 2005
432005
Reliability of structures in high dimensions. Part II. Theoretical validation
PS Koutsourelakis
Probabilistic engineering mechanics 19 (4), 419-423, 2004
432004
Predictive Coarse-Graining
M Schöberl, PS Koutsourelakis, N Zabaras
Journal of Computational Physics 333 (15 March 2017), 49-77, 2016
392016
Fast uncertainty quantification of activation sequences in patient‐specific cardiac electrophysiology meeting clinical time constraints
A Quaglino, S Pezzuto, PS Koutsourelakis, A Auricchio, R Krause
International Journal for Numerical Methods in Biomedical Engineering, https …, 2018
382018
Stochastic upscaling in solid mechanics: An excercise in machine learning
PS Koutsourelakis
Journal of Computational Physics 226 (1), 301-325, 2007
372007
A novel Bayesian strategy for the identification of spatially varying material properties and model validation: an application to static elastography
PS Koutsourelakis
International Journal for Numerical Methods in Engineering 91 (3), 249-268, 2012
362012
Finding Mixed-Memberships in Social Networks.
PS Koutsourelakis, T Eliassi-Rad
AAAI spring symposium: Social information processing 1, 48-53, 2008
352008
Design of complex systems in the presence of large uncertainties: A statistical approach
PS Koutsourelakis
Computer Methods in Applied Mechanics and Engineering 197 (49-50), 4092-4103, 2008
312008
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Articles 1–20