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1

Physics-constrained deep learning for high-dimensional surrogate modeling and uncertainty quantification without labeled data

Zhu, Yinhao, Zabaras, Nicholas, Koutsourelakis, Phaedon-Stelios, Perdikaris, Paris

Journal:

Journal of Computational Physics

Year:

2019

Language:

english

File:

PDF, 11.86 MB

english, 2019

2

Effect of material uncertainties on fatigue life calculations of aircraft fuselages: A cohesive element model

P.S. Koutsourelakis, K. Kuntiyawichai, G.I. Schuëller

Journal:

Engineering Fracture Mechanics

Year:

2006

Language:

english

File:

PDF, 378 KB

english, 2006

3

The TRIC shell element: theoretical and numerical investigation

J.H. Argyris, M. Papadrakakis, C. Apostolopoulou, S. Koutsourelakis

Journal:

Computer Methods in Applied Mechanics and Engineering

Year:

2000

Language:

english

File:

PDF, 527 KB

english, 2000

4

Sparse Variational Bayesian approximations for nonlinear inverse problems: Applications in nonlinear elastography

Franck, Isabell M., Koutsourelakis, P.S.

Journal:

Computer Methods in Applied Mechanics and Engineering

Year:

2016

Language:

english

File:

PDF, 3.17 MB

english, 2016

5

Stochastic upscaling in solid mechanics: An excercise in machine learning

P.S. Koutsourelakis

Journal:

Journal of Computational Physics

Year:

2007

Language:

english

File:

PDF, 860 KB

english, 2007

6

A critical appraisal of reliability estimation procedures for high dimensions

G.I. Schuëller, H.J. Pradlwarter, P.S. Koutsourelakis

Journal:

Probabilistic Engineering Mechanics

Year:

2004

Language:

english

File:

PDF, 293 KB

english, 2004

7

Assessing structural vulnerability against earthquakes using multi-dimensional fragility surfaces: A Bayesian framework

P.S. Koutsourelakis

Journal:

Probabilistic Engineering Mechanics

Year:

2010

Language:

english

File:

PDF, 5.43 MB

english, 2010

8

Model-based structural health monitoring of naval ship hulls

Christopher J. Stull, Christopher J. Earls, Phaedon-Stelios Koutsourelakis

Journal:

Computer Methods in Applied Mechanics and Engineering

Year:

2011

Language:

english

File:

PDF, 1.17 MB

english, 2011

9

Simulation of Multidimensional Binary Random Fields with Application to Modeling of Two-Phase Random Media

Koutsourelakis, Phaedon S., Deodatis, George

Journal:

Journal of Engineering Mechanics

Year:

2006

Language:

english

File:

PDF, 844 KB

english, 2006

10

Unaided Icon Recognition in Mobile Phones: A Comparative Study with Young Users

Koutsourelakis, Charalambos, Chorianopoulos, Konstantinos

Journal:

The Design Journal

Year:

2010

Language:

english

File:

PDF, 373 KB

english, 2010

11

Bayesian Model and Dimension Reduction for Uncertainty Propagation: Applications in Random Media

Grigo, Constantin, Koutsourelakis, Phaedon-Stelios

Journal:

SIAM/ASA Journal on Uncertainty Quantification

Year:

2019

Language:

english

File:

PDF, 2.54 MB

english, 2019

12

Risk assessment of an interacting structure–soil system due to liquefaction

Steve Koutsourelakis, Jean H. Prévost, George Deodatis

Journal:

Earthquake Engineering & Structural Dynamics

Year:

2002

Language:

english

File:

PDF, 1.27 MB

english, 2002

13

Design of complex systems in the presence of large uncertainties: A statistical approach

P.S. Koutsourelakis

Journal:

Computer Methods in Applied Mechanics and Engineering

Year:

2008

Language:

english

File:

PDF, 539 KB

english, 2008

14

A multi-resolution, non-parametric, Bayesian framework for identification of spatially-varying model parameters

P.S. Koutsourelakis

Journal:

Journal of Computational Physics

Year:

2009

Language:

english

File:

PDF, 5.22 MB

english, 2009

15

Reliability of structures in high dimensions. Part II. Theoretical validation

P.S. Koutsourelakis

Journal:

Probabilistic Engineering Mechanics

Year:

2004

Language:

english

File:

PDF, 105 KB

english, 2004

16

Probabilistic characterization and simulation of multi-phase random media

P.S. Koutsourelakis

Journal:

Probabilistic Engineering Mechanics

Year:

2006

Language:

english

File:

PDF, 930 KB

english, 2006

17

A note on the first-passage problem and VanMarcke’s approximation — short communication

P.S. Koutsourelakis

Journal:

Probabilistic Engineering Mechanics

Year:

2007

Language:

english

File:

PDF, 305 KB

english, 2007

18

Application of line sampling simulation method to reliability benchmark problems

H.J. Pradlwarter, G.I. Schuëller, P.S. Koutsourelakis, D.C. Charmpis

Journal:

Structural Safety

Year:

2007

Language:

english

File:

PDF, 397 KB

english, 2007

19

Reliability of Structures in High Dimensions

P.S. Koutsourelakis, H.J. Pradlwarter, G.I. Schuëller

Journal:

Year:

2003

Language:

english

File:

PDF, 142 KB

english, 2003

20

Exhaled breath markers in patients with obstructive sleep apnoea

Marina Petrosyan, Eleni Perraki, Davina Simoes, Ioannis Koutsourelakis, Emmanouil Vagiakis, Charis Roussos, Christina Gratziou

Journal:

Sleep and Breathing

Year:

2008

Language:

english

File:

PDF, 183 KB

english, 2008

21

Determinants of subjective sleepiness in suspected obstructive sleep apnoea

IOANNIS KOUTSOURELAKIS, ELENI PERRAKI, ANASTASIOS BONAKIS, EMMANOUIL VAGIAKIS, CHARIS ROUSSOS, SPYROS ZAKYNTHINOS

Journal:

Journal of Sleep Research

Year:

2008

Language:

english

File:

PDF, 100 KB

english, 2008

22

A novel Bayesian strategy for the identification of spatially varying material properties and model validation: an application to static elastography

Phaedon-Stelios Koutsourelakis

Journal:

International Journal for Numerical Methods in Engineering

Year:

2012

Language:

english

File:

PDF, 1.41 MB

english, 2012

23

Free energy computations by minimization of Kullback–Leibler divergence: An efficient adaptive biasing potential method for sparse representations

I. Bilionis, P.S. Koutsourelakis

Journal:

Journal of Computational Physics

Year:

2012

Language:

english

File:

PDF, 1.12 MB

english, 2012

24

Clinical and polysomnographic determinants of snoring

IOANNIS KOUTSOURELAKIS, ELENI PERRAKI, GEORGIOS ZAKYNTHINOS, ALIKI MINARITZOGLOU, EMMANOUIL VAGIAKIS, SPYROS ZAKYNTHINOS

Journal:

Journal of Sleep Research

Year:

2012

Language:

english

File:

PDF, 100 KB

english, 2012

25

Severe obstructive sleep apnoea syndrome in a 5-year-old girl

I. Koutsourelakis, E. Perraki, P. Dimitrokali, V. Kalliou, M. Tsolia, E. Vagiakis, C. Roussos, S. Zakynthinos

Journal:

International Journal of Pediatric Otorhinolaryngology Extra

Year:

2007

Language:

english

File:

PDF, 623 KB

english, 2007

26

Accurate Uncertainty Quantification Using Inaccurate Computational Models

Koutsourelakis, Phaedon-Stelios

Journal:

SIAM Journal on Scientific Computing

Year:

2009

Language:

english

File:

PDF, 723 KB

english, 2009

27

Scalable Bayesian Reduced-Order Models for Simulating High-Dimensional Multiscale Dynamical Systems

Koutsourelakis, Phaedon-Stelios, Bilionis, Elias

Journal:

Multiscale Modeling and Simulation

Year:

2011

Language:

english

File:

PDF, 2.08 MB

english, 2011

28

Reliability of structures in high dimensions, part I: algorithms and applications

P.S. Koutsourelakis, H.J. Pradlwarter, G.I. Schuëller

Journal:

Probabilistic Engineering Mechanics

Year:

2004

Language:

english

File:

PDF, 264 KB

english, 2004

29

P.1.i.017 Amelioration of affective disorders and quality of life in obstructive sleep apnea (OSA) patients following continuous positive airway pressure (CPAP) therapy

T.J. Paparrigopoulos, N.T. Economou, I. Koutsourelakis, H. Giannakopoulou, I. Kritikou, E. Perraki, F. Christidi, I. Zalonis, E. Vagiakis, C.R. Soldatos

Journal:

European Neuropsychopharmacology

Year:

2009

Language:

english

File:

PDF, 194 KB

english, 2009

30

Surgery for obstructive sleep apnea: Sleep endoscopy determinants of outcome

Ioannis Koutsourelakis, Faiza Saffirudin, Madeline Ravesloot, Spyros Zakynthinos, Nico de Vries

Journal:

The Laryngoscope

Year:

2012

Language:

english

File:

PDF, 181 KB

english, 2012

31

The sleep position trainer: a new treatment for positional obstructive sleep apnoea

Maanen, J. Peter, Meester, Kristel A. W., Dun, Lideke N., Koutsourelakis, Ioannis, Witte, Birgit I., Laman, D. Martin, Hilgevoord, Antonius A. J., Vries, Nico

Journal:

Sleep and Breathing

Year:

2013

Language:

english

File:

PDF, 207 KB

english, 2013

32

A Boussinesq-type model incorporating random wave-breaking

Chondros, Michalis K., Koutsourelakis, Iason G., Memos, Constantine D.

Journal:

Journal of Hydraulic Research

Year:

2011

Language:

english

File:

PDF, 683 KB

english, 2011

33

Analysis of the influence of head rotation during drug-induced sleep endoscopy in obstructive sleep apnea

Safiruddin, Faiza, Koutsourelakis, Ioannis, de Vries, Nico

Journal:

The Laryngoscope

Year:

2014

Language:

english

File:

PDF, 88 KB

english, 2014

34

Interference between nearly resonant three-photon excitation and third-harmonic generation probed by the cancellation of four-photon resonances

Xing, X., Charalambidis, D., Koutsourelaki, E., Fotakis, C.

Journal:

Physical Review A

Year:

1993

Language:

english

File:

PDF, 414 KB

english, 1993

35

Randomised trial of nasal surgery for fixed nasal obstruction in obstructive sleep apnoea

Koutsourelakis, I., Georgoulopoulos, G., Perraki, E., Vagiakis, E., Roussos, C., Zakynthinos, S. G.

Journal:

European Respiratory Journal

Year:

2008

Language:

english

File:

PDF, 275 KB

english, 2008

36

From the authors

Koutsourelakis, I., Zakynthinos, S.

Journal:

European Respiratory Journal

Year:

2008

Language:

english

File:

PDF, 80 KB

english, 2008

37

Predictors of residual sleepiness in adequately treated obstructive sleep apnoea patients

Koutsourelakis, I., Perraki, E., Economou, N. T., Dimitrokalli, P., Vagiakis, E., Roussos, C., Zakynthinos, S.

Journal:

European Respiratory Journal

Year:

2009

Language:

english

File:

PDF, 231 KB

english, 2009

38

Upper airway collapse during drug induced sleep endoscopy: head rotation in supine position compared with lateral head and trunk position

Safiruddin, Faiza, Koutsourelakis, Ioannis, de Vries, Nico

Journal:

European Archives of Oto-Rhino-Laryngology

Year:

2015

Language:

english

File:

PDF, 165 KB

english, 2015

39

Obstructive sleep apnoea and oral breathing in patients free of nasal obstruction

Koutsourelakis, I., Vagiakis, E., Roussos, C., Zakynthinos, S.

Journal:

European Respiratory Journal

Year:

2006

Language:

english

File:

PDF, 248 KB

english, 2006

40

The effect of nasal tramazoline with dexamethasone in obstructive sleep apnoea patients

Koutsourelakis, I., Minaritzoglou, A., Zakynthinos, G., Vagiakis, E., Zakynthinos, S.

Journal:

European Respiratory Journal

Year:

2013

Language:

english

File:

PDF, 387 KB

english, 2013

41

Nasal inflammation in sleep apnoea patients using CPAP and effect of heated humidification

Koutsourelakis, I., Vagiakis, E., Perraki, E., Karatza, M., Magkou, C., Kopaka, M., Roussos, C., Zakynthinos, S.

Journal:

European Respiratory Journal

Year:

2011

Language:

english

File:

PDF, 652 KB

english, 2011

42

Simulation of Binary Random Fields with Applications to Two-Phase Random Media

Koutsourelakis, Phaedon-Stelios, Deodatis, George

Journal:

Journal of Engineering Mechanics

Year:

2005

Language:

english

File:

PDF, 210 KB

english, 2005

43

Variational Bayesian strategies for high-dimensional, stochastic design problems

Koutsourelakis, P.S.

Journal:

Journal of Computational Physics

Year:

2016

Language:

english

File:

PDF, 3.21 MB

english, 2016

44

Resolution of apnoeas in slow wave sleep

Koutsourelakis, Ioannis, Lamprou, Kallirroi, Vagiakis, Emmanouil, Zakynthinos, Spiros

Journal:

Sleep and Breathing

Year:

2016

Language:

english

File:

PDF, 208 KB

english, 2016

45

Special Issue: Big Data and Predictive Computational Modeling

Koutsourelakis, P.S., Zabaras, N., Girolami, M.

Journal:

Journal of Computational Physics

Year:

2016

Language:

english

File:

PDF, 247 KB

english, 2016

46

Icons in mobile phones Comprehensibility differences between older and younger users

Koutsourelakis, Charalambos, Chorianopoulos, Konstantinos

Journal:

Information Design Journal

Year:

2010

Language:

english

File:

PDF, 1.69 MB

english, 2010

47

Nasal steroids in snorers can decrease snoring frequency: a randomized placebo-controlled crossover trial

Koutsourelakis, Ioannis, Keliris, Anastasios, Minaritzoglou, Aliki, Zakynthinos, Spyros

Journal:

Journal of Sleep Research

Year:

2015

Language:

english

File:

PDF, 120 KB

english, 2015

48

Multimodal, high-dimensional, model-based, Bayesian inverse problems with applications in biomechanics

Franck, I.M., Koutsourelakis, P.S.

Journal:

Journal of Computational Physics

Year:

2016

Language:

english

File:

PDF, 8.87 MB

english, 2016

49

Respiratory Rate Response to Hypercapnic and Hypoxic Stimuli in Mice via the Carotid Body Is Attenuated by IL6-Induced by Resistive Breathing but not by TNFa

Perlikos, Fotis, Koutsourelakis, Ioannis, Detoraki, Maria, Sotiriou, Adamandia, Giannakopoulou, Haroula-Eleni, Papalois, Apostolos, Vassilakopoulos, Theodoros

Journal:

Year:

2016

Language:

english

File:

PDF, 98 KB

english, 2016

50

Predictive coarse-graining

Schöberl, Markus, Zabaras, Nicholas, Koutsourelakis, Phaedon-Stelios

Journal:

Journal of Computational Physics

Year:

2017

Language:

english

File:

PDF, 1.61 MB

english, 2017

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