Tags: UQ

Online Presentations (1-11 of 11)

  1. Quantifying Uncertainties in Physical Models

    28 Aug 2017 | | Contributor(s):: Ilias Bilionis

    Increasing modeling detail is not necessarily correlated with increasing predictive ability. Setting modeling and numerical discretization errors aside, the more detailed a model gets, the larger the number of parameters required to accurately specify its initial/boundary conditions, constitutive...

  2. A Gentle Introduction to Uncertainty Quantification

    19 Aug 2016 | | Contributor(s):: Ilias Bilionis

  3. Efficient Exploration of Quantified Uncertainty in Granular Crystals

    16 Mar 2016 | | Contributor(s):: Juan Camilo Lopez

    This work presents a way of quantifying uncertainty in granular crystals in a computationally efficient way. To accomplish this, a low dimensional response surface is approximated through the method of active subspaces. Within this framework, special structure within the inputs is exploited to...

  4. Predictive Simulations of Materials and Devices with Quantified Uncertainties

    11 Feb 2016 | | Contributor(s):: Alejandro Strachan

  5. View of Uncertainty from a Mathematician doing Research at a Chemical Company

    22 Jan 2016 | | Contributor(s):: James Sturnfield

  6. Pertinent and Exciting Uncertainty Quantification Problem Spaces in Materials and Manufacturing

    22 Jan 2016 | | Contributor(s):: Amanda Criner

    A summary of a few exciting problem spaces will be given to demonstrate the breadth of pertinent uncertainty quantification problems to materials and manufacturing.

  7. Quantifying the Influence of Conformational Uncertainty in Biomolecular Solvation Using a L1 Minimization with Basis Rotation Algorithm

    16 Dec 2015 | | Contributor(s):: Guang Lin

    Biomolecules exhibit conformation fluctuations near equilibrium states, inducing uncertainty in various biological properties. We have developed a L1 minimization with basis rotation algorithm to quantify this uncertainty using a generalized polynomial chaos expansion on collective variables...

  8. ME 597A Lecture 1: Introduction to V&V

    07 Jun 2015 | | Contributor(s):: Jayathi Murthy, Alina Alexeenko

  9. ME 597A Lecture 2: Sensitivity Analysis

    07 Jun 2015 | | Contributor(s):: Sanjay Mathur

  10. ME 597A Lecture 4: Generalized Polynomial Chaos for UQ I - The Galerkin Approach

    07 Jun 2015 | | Contributor(s):: Dongbin Xiu, Akil Narayan

  11. ME 597A Lecture 5: Generalized Polynomial Chaos for UQ II - The Collocation Approach

    01 May 2015 | | Contributor(s):: Dongbin Xiu, Akil Narayan