Introduction to Uncertainty Quantification

Introduction to Uncertainty Quantification

Offering: 2015 Summer School Section: Default

Video
  • Roles of Uncertainty Quantification in Materials Science 1. Roles of Uncertainty Quantific… 0
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  • Predictive Science 2. Predictive Science 62.6292959626293
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  • Example 1: Weather Models 3. Example 1: Weather Models 187.68768768768769
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  • Equations of Atmospheric Physics 4. Equations of Atmospheric Physi… 193.66032699366033
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  • Ensemble Predictions 5. Ensemble Predictions 194.62796129462797
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  • Example 2: PZT-Based Actuators and Sensors 6. Example 2: PZT-Based Actuators… 195.92926259592926
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  • Multiscale Homogenized Energy Model (HEM) Development 7. Multiscale Homogenized Energy … 307.90790790790794
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  • Structural Model: Macro-Fiber Composites (MFC) 8. Structural Model: Macro-Fiber … 417.15048381715047
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  • Example 3: Viscoelastic Material Models 9. Example 3: Viscoelastic Materi… 516.24958291624955
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  • Example 4: X-Ray Crystallography 10. Example 4: X-Ray Crystallograp… 576.71004337671
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  • Steps in Uncertainty Quantification 11. Steps in Uncertainty Quantific… 648.74874874874877
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  • First Challenge: Terminology and Notation 12. First Challenge: Terminology a… 761.09442776109449
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  • First Challenge: Terminology and Notation 13. First Challenge: Terminology a… 866.26626626626626
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  • Uncertainty Quantification and Parameter Estimation 14. Uncertainty Quantification and… 928.561895228562
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  • Model Calibration Results 15. Model Calibration Results 1002.9696363029697
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  • Bayesian Model Calibration 16. Bayesian Model Calibration 1028.3950617283952
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  • Delayed Rejection Adaptive Metropolis (DRAM) 17. Delayed Rejection Adaptive Met… 1226.5932599265934
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  • Bayesian Model Calibration for Macro-Fiber Composite 18. Bayesian Model Calibration for… 1406.1061061061062
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  • Bayesian Model Calibration for Macro-fiber Composite 19. Bayesian Model Calibration for… 1462.595929262596
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  • Bayesian Model Calibration for Viscoelastic Model 20. Bayesian Model Calibration for… 1518.2849516182851
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  • Bayesian Model Calibration for Viscoelastic Model 21. Bayesian Model Calibration for… 1573.7404070737405
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  • DRAM to Construct Prediction Intervals 22. DRAM to Construct Prediction I… 1633.8672005338672
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  • Prediction Intervals for the Viscoelastic Model 23. Prediction Intervals for the V… 1785.1518184851518
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L2.1 Predictive Science and Examples

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