SIAM Conference on Uncertainty Quantification (UQ20)
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03-24-2020
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Data assimilation
Design of experiments
High-dimensional approximation
Inverse problems
Model error, discrepancy and calibration
Multiscale UQ methods
Optimization and optimal control under uncertainty
Physics-informed and data-driven UQ methods
Prediction
Probability Theory for UQ
Rare events and Risk
Reduced order models
Statistical methods for UQ
Surrogate models
Uncertainty propagation
UQ for complex systems
Verification and validation
Other
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07:30
08:00
08:30
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MW HS 2001
MW HS 0001
MW HS 1801
MW HS 0350
MW HS 0250
MW HS 1250
MW 0608m
MW ZS 1050
MW ZS 2050
MW ZS 1450
MW ZS 1550
MW Magistrale/Foyer
MW 2250
MW 1701
MW HS 0234
MW HS 2235
MW HS 0337
IAS 0.001
IAS 4.001
IAS 4.002
Interims Lecture Hall 101
Interims Lecture Hall 102
Exzellenzzentrum 0003
iCal
Opening
08:15 - 08:30
iCal
IP01: Frances Y. Kuo: New Quasi-Monte Carlo Strategies for UQ
08:30 - 09:15
Topic :
High-dimensional approximation
Form :
Plenary Lecture
Chair(s):
Ralph Smith (North Carolina State University)
iCal
IP02: George Em Karniadakis: Physics-Informed Neural Networks (PINNs) with Uncertainty Quantification
09:15 - 10:00
Topic :
Physics-informed and data-driven UQ methods
Form :
Plenary Lecture
Chair(s):
Bruno Sudret (ETH Zurich)
iCal
MT01: Tijana Janjic Pfander: Data assimilation and ensemble forecasting in meteorology
10:30 - 12:30
Topic :
Data assimilation
Form :
Mini-tutorial
Chair(s):
Dean Oliver (NORCE)
iCal
MT02: Max Morris: Introduction to Experimental Design: Field Trials to Finite Elements
14:00 - 16:00
Topic :
Design of experiments
Form :
Mini-tutorial
Chair(s):
Maggie Johnson (Jet Propulsion Laboratory, California Institute of Technology)
iCal
Opening - streamed from HS 2001
08:15 - 08:30
iCal
IP01 - streamed from HS 2001: Frances Y. Kuo: New Quasi-Monte Carlo Strategies for UQ
08:30 - 09:15
Topic :
High-dimensional approximation
Form :
Plenary Lecture
iCal
IP02 - streamed from HS 2001: George Em Karniadakis: Physics-Informed Neural Networks (PINNs) with Uncertainty Quantification
09:15 - 10:00
Topic :
Physics-informed and data-driven UQ methods
Form :
Plenary Lecture
iCal
MS531: Physics Interpretation-Based Uncertainty Quantification
10:30 - 12:30
Topic :
Physics-informed and data-driven UQ methods
Form :
Mini-symposium
Chair(s):
Marylesa Howard (Nevada National Security Site), Jesse Adams (Nevada National Security Site)
iCal
MS631: Uncertainties in multiphase flow models
14:00 - 16:00
Topic :
UQ for complex systems
Form :
Mini-symposium
Chair(s):
Oana Marin (Argonne National Laboratory)
iCal
MS801: Optimization and Estimation of Complex Systems under Uncertainty Part I of III: Estimation
10:30 - 12:30
Topic :
Optimization and optimal control under uncertainty
Form :
Mini-symposium
Chair(s):
Thomas M. Surowiec (Philipps-Universität Marburg), Drew P. Kouri (Sandia National Laboratories)
iCal
MS802: Optimization and Estimation of Complex Systems under Uncertainty Part II of III: Optimization
14:00 - 16:00
Topic :
Optimization and optimal control under uncertainty
Form :
Mini-symposium
Chair(s):
Thomas M. Surowiec (Philipps-Universität Marburg), Drew P. Kouri (Sandia National Laboratories)
iCal
MS161: Probabilistic Numerical Methods for Cubature
10:30 - 12:30
Topic :
Probability Theory for UQ
Form :
Mini-symposium
Chair(s):
Chris Oates (Newcastle University), Toni Karvonen (Aalto University)
iCal
MS051: Probabilistic Numerical Methods: Opportunities and Challenges
Organized in co-operation with
GAMM AG UQ
14:00 - 16:00
Topic :
Probability Theory for UQ
Form :
Mini-symposium
Chair(s):
Alexandra Gessner (University of Tuebingen), Tim Sullivan (Free University of Berlin)
iCal
MS501: Gaussian Random Fields in Forward and Inverse UQ: Analysis, Numerics and Data Assimilation (Part I of II)
Organized in co-operation with
GAMM AG UQ
10:30 - 12:30
Topic :
Statistical methods for UQ
Form :
Mini-symposium
Chair(s):
Kristin Kirchner (ETH Zurich), Elisabeth Ullmann (Technical University of Munich)
iCal
MS502: Gaussian Random Fields in Forward and Inverse UQ: Analysis, Numerics and Data Assimilation (Part II of II)
Organized in co-operation with
GAMM AG UQ
14:00 - 16:00
Topic :
Statistical methods for UQ
Form :
Mini-symposium
Chair(s):
Kristin Kirchner (ETH Zurich), Elisabeth Ullmann (Technical University of Munich)
iCal
MS181: Bifurcations and Uncertainty Quantification (Part I of II)
Organized in co-operation with
GAMM AG UQ
10:30 - 12:30
Topic :
Probability Theory for UQ
Form :
Mini-symposium
Chair(s):
Christian Kuehn (Technical University of Munich), Grigorios A. Pavliotis (Imperial College London)
iCal
MS182: Bifurcations and Uncertainty Quantification (Part II of II)
Organized in co-operation with
GAMM AG UQ
14:00 - 16:00
Topic :
Probability Theory for UQ
Form :
Mini-symposium
Chair(s):
Christian Kuehn (Technical University of Munich), Grigorios A. Pavliotis (Imperial College London)
iCal
MS201: Sensitivity analysis for models with high-dimensional inputs and vectorial or functional outputs
10:30 - 12:30
Topic :
UQ for complex systems
Form :
Mini-symposium
Chair(s):
Clémentine Prieur (Grenoble Alpes University)
iCal
MS211: Green Sensitivity: measures from available input/output data
14:00 - 16:00
Topic :
UQ for complex systems
Form :
Mini-symposium
Chair(s):
Clémentine Prieur (Grenoble Alpes University), Emanuele Borgonovo (Bocconi University)
iCal
MS241: Computer model calibration for large data sets, with applications
10:30 - 12:30
Topic :
Model error, discrepancy and calibration
Form :
Mini-symposium
Chair(s):
Derek Bingham (Simon Fraser University)
iCal
MS541: Scalable uncertainty quantification in spatial statistics
14:00 - 16:00
Topic :
Statistical methods for UQ
Form :
Mini-symposium
Chair(s):
Matthias Katzfuss (Texas A&M University), Earl Lawrence (Los Alamos National Laboratory)
iCal
MS191: Deep Learning Algorithms in Computational UQ (Part I of II)
Organized in co-operation with
GAMM AG UQ
10:30 - 12:30
Topic :
Physics-informed and data-driven UQ methods
Form :
Mini-symposium
Chair(s):
Christoph Schwab (ETH Zürich), Robert Scheichl (Heidelberg University)
iCal
MS192: Deep Learning Algorithms in Computational UQ (Part II of II)
Organized in co-operation with
GAMM AG UQ
14:00 - 16:00
Topic :
Physics-informed and data-driven UQ methods
Form :
Mini-symposium
Chair(s):
Christoph Schwab (ETH Zürich), Robert Scheichl (Heidelberg University)
iCal
MS611: Uncertainty estimates of the cryosphere and its forcings (Part I of III)
10:30 - 12:30
Topic :
UQ for complex systems
Form :
Mini-symposium
Chair(s):
Andrew Davis (Cold Regions Research and Engineering Laboratory), Nicole-Jeanne Schlegel (Jet Propulsion Laboratory, California Institute of Technology)
iCal
MS612: Uncertainty estimates of the cryosphere and its forcings (Part II of III)
14:00 - 16:00
Topic :
UQ for complex systems
Form :
Mini-symposium
Chair(s):
Nicole-Jeanne Schlegel (Jet Propulsion Laboratory, California Institute of Technology), Andrew Davis (Cold Regions Research and Engineering Laboratory)
iCal
MS261: Machine Learning for Systems with Uncertainty and Noise (Part I of II)
10:30 - 12:30
Topic :
Physics-informed and data-driven UQ methods
Form :
Mini-symposium
Chair(s):
Dongbin Xiu (Ohio State University), Habib Najm (Sandia National Laboratories)
iCal
MS262: Machine Learning for Systems with Uncertainty and Noise (Part II of II)
14:00 - 16:00
Topic :
Physics-informed and data-driven UQ methods
Form :
Mini-symposium
Chair(s):
Dongbin Xiu (Ohio State University), Habib Najm (Sandia National Laboratories)
iCal
Registration - If too busy, come back any time later during the conference!
07:30 - 08:15
iCal
Coffee break
10:00 - 10:30
iCal
Poster Session
16:15 - 18:00
Topic :
Form :
Poster
iCal
MS701: Advances in Bayesian optimal experimental design (Part I of II)
10:30 - 12:30
Topic :
Design of experiments
Form :
Mini-symposium
Chair(s):
Peng Chen (The University of Texas at Austin), Omar Ghattas (The University of Texas at Austin)
iCal
MS702: Advances in Bayesian optimal experimental design (Part II of II)
14:00 - 16:00
Topic :
Design of experiments
Form :
Mini-symposium
Chair(s):
Omar Ghattas (The University of Texas at Austin), Peng Chen (The University of Texas at Austin)
iCal
MS221: Decision making under uncertainty (Part I of II)
Organized in co-operation with
GAMM AG UQ
10:30 - 12:30
Topic :
Other
Form :
Mini-symposium
Chair(s):
Daniel Straub (Technical University of Munich), Jeremy Oakley (University of Sheffield), Iason Papaioannou (Technical University of Munich)
iCal
MS222: Decision making under uncertainty (Part II of II)
Organized in co-operation with
GAMM AG UQ
14:00 - 16:00
Topic :
Other
Form :
Mini-symposium
Chair(s):
Daniel Straub (Technical University of Munich), Jeremy Oakley (University of Sheffield), Iason Papaioannou (Technical University of Munich)
iCal
MS311: Dynamical low rank and reduced basis methods for random or parametric time dependent problems (Part I of II)
Organized in co-operation with
GAMM AG UQ
10:30 - 12:30
Topic :
Reduced order models
Form :
Mini-symposium
Chair(s):
Fabio Nobile (EPFL), Marie Billaud Friess (Centrale Nantes / LMJL), Anthony Nouy (Centrale Nantes / LMJL)
iCal
MS312: Dynamical low rank and reduced basis methods for random or parametric time dependent problems (Part II of II)
Organized in co-operation with
GAMM AG UQ
14:00 - 16:00
Topic :
Reduced order models
Form :
Mini-symposium
Chair(s):
Fabio Nobile (EPFL), Marie Billaud Friess (Centrale Nantes / LMJL), Anthony Nouy (Centrale Nantes / LMJL)
iCal
MS491: Approaches to quantifying model-form uncertainty (Part I of II)
10:30 - 12:30
Topic :
Model error, discrepancy and calibration
Form :
Mini-symposium
Chair(s):
Kathryn Maupin (Sandia National Laboratories), Teresa Portone (The University of Texas at Austin)
iCal
MS492: Approaches to quantifying model-form uncertainty (Part II of II)
14:00 - 16:00
Topic :
Model error, discrepancy and calibration
Form :
Mini-symposium
Chair(s):
Kathryn Maupin (Sandia National Laboratories), Teresa Portone (The University of Texas at Austin)
iCal
MS421: Data Fusion in Remote Sensing
10:30 - 12:30
Topic :
Statistical methods for UQ
Form :
Mini-symposium
Chair(s):
Johanna Tamminen (Finnish Meteorological Institute)
iCal
MS681: Multilevel and Multifidelity approaches for forward/inverse Uncertainty Quantification and optimization under uncertainty (Part I of III)
14:00 - 16:00
Topic :
Uncertainty propagation
Form :
Mini-symposium
Chair(s):
Panagiotis Tsilifis (EPFL), Gianluca Geraci (Sandia National Laboratories), Alex Gorodetsky (University of Michigan), John Jakeman (Sandia National Laboratories), Juan Pablo Madrigal Cianci (EPFL), Michael Eldred (Sandia National Laboratories)
iCal
MS381: Bridges between Data assimilation and Machine Learning (Part I of II)
Organized in co-operation with
GAMM AG UQ
10:30 - 12:30
Topic :
Data assimilation
Form :
Mini-symposium
Chair(s):
Jana de Wiljes (Universität Potsdam), Claudia Schillings (Universität Mannheim)
iCal
MS382: Bridges between Data assimilation and Machine Learning (Part II of II)
Organized in co-operation with
GAMM AG UQ
14:00 - 16:00
Topic :
Data assimilation
Form :
Mini-symposium
Chair(s):
Jana de Wiljes (Universität Potsdam), Claudia Schillings (University Mannheim)
iCal
MS231: Incorporating structural information in kernel methods for prediction and design space exploration (Part I of II)
10:30 - 12:30
Topic :
Statistical methods for UQ
Form :
Mini-symposium
Chair(s):
David Ginsbourger (Idiap Research Institute and University of Bern)
iCal
MS232: Incorporating structural information in kernel methods for prediction and design space exploration (Part II of II)
14:00 - 16:00
Topic :
Statistical methods for UQ
Form :
Mini-symposium
Chair(s):
David Ginsbourger (Idiap Research Institute and University of Bern)