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Uncertainty Management for Robust Industrial Design in Aeronautics

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Cover of 'Uncertainty Management for Robust Industrial Design in Aeronautics'

Table of Contents

  1. Altmetric Badge
    Book Overview
  2. Altmetric Badge
    Chapter 1 Vision, Objectives and Research Activities
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    Chapter 2 UMRIDA Test Case Database with Prescribed Uncertainties
  4. Altmetric Badge
    Chapter 3 Uncertainties in Compressor and Aircraft Design
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    Chapter 4 Estimation of Model Error Using Bayesian Model-Scenario Averaging with Maximum a Posterori -Estimates
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    Chapter 5 Uncertainties for Thermoacoustics: A First Analysis
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    Chapter 6 Numerical Uncertainties Estimation and Mitigation by Mesh Adaptation
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    Chapter 7 General Introduction to Polynomial Chaos and Collocation Methods
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    Chapter 8 Generalized Polynomial Chaos for Non-intrusive Uncertainty Quantification in Computational Fluid Dynamics
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    Chapter 9 Non-intrusive Probabilistic Collocation Method for Operational, Geometrical, and Manufacturing Uncertainties in Engineering Practice
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    Chapter 10 Non-intrusive Uncertainty Quantification by Combination of Reduced Basis Method and Regression-based Polynomial Chaos Expansion
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    Chapter 11 Screening Analysis and Adaptive Sparse Collocation Method
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    Chapter 12 General Introduction to Surrogate Model-Based Approaches to UQ
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    Chapter 13 Comparing Surrogates for Estimating Aerodynamic Uncertainties of Airfoils
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    Chapter 14 Ordinary Kriging Surrogates in Aerodynamics
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    Chapter 15 Surrogates for Combustion Instabilities in Annular Combustors
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    Chapter 16 General Introduction to Monte Carlo and Multi-level Monte Carlo Methods
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    Chapter 17 Latin Hypercube Sampling-Based Monte Carlo Simulation: Extension of the Sample Size and Correlation Control
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    Chapter 18 Multi-level Monte Carlo Method
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    Chapter 19 Continuation Multi-level Monte Carlo
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    Chapter 20 Introduction to Intrusive Perturbation Methods
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    Chapter 21 Algorithmic Differentiation for Second Derivatives
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    Chapter 22 Second-Order Derivatives for Geometrical Uncertainties
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    Chapter 23 Application of UQ for Turbine Blade CHT Computations
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    Chapter 24 Application of Uncertainty Quantification Methodologies to Falcon
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    Chapter 25 Application of UQ to Combustor Design
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    Chapter 26 Manufacturing Uncertainties for Acoustic Liners
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    Chapter 27 Manufacturing Uncertainties in High-Pressure Compressors
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    Chapter 28 Formulations for Robust Design and Inverse Robust Design
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    Chapter 29 Robust Design of Initial Boundary Value Problems
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    Chapter 30 Robust Optimization with Gaussian Process Models
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    Chapter 31 Robust Design in Turbomachinery Applications
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    Chapter 32 Robust Design Measures for Airfoil Shape Optimization
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    Chapter 33 Robust Design with MLMC
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    Chapter 34 Value-at-Risk and Conditional Value-at-Risk in Optimization Under Uncertainty
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    Chapter 35 Combination of Polynomial Chaos with Adjoint Formulations for Optimization Under Uncertainties
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    Chapter 36 Robust Multiphysics Optimization of Fan Blade
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    Chapter 37 UQ Sensitivity Analysis and Robust Design Optimization of a Supersonic Natural Laminar Flow Wing-Body
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    Chapter 38 Robust Compressor Optimization by Evolutionary Algorithms
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    Chapter 39 Robust Optimization of Acoustic Liners
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    Chapter 40 Application of Robust Design Methodologies to Falcon
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    Chapter 41 Uncertainties Identification and Quantification
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    Chapter 42 Polynomial Chaos and Collocation Methods and Their Range of Applicability
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    Chapter 43 Surrogate Model-Based Approaches to UQ and Their Range of Applicability
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    Chapter 44 Monte Carlo-Based and Sampling-Based Methods and Their Range of Applicability
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    Chapter 45 Introduction to Intrusive Perturbation Methods and Their Range of Applicability
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    Chapter 46 Use of Open Source UQ Libraries
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    Chapter 47 Uncertainty Quantification in an Engineering Design Software System
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    Chapter 48 Use of Automatic Differentiation Tools at the Example of TAPENADE
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    Chapter 49 Formulations for Robust Design and Inverse Robust Design
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    Chapter 50 Use of RD in Multiphysics Applications
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    Chapter 51 Geometrical Uncertainties—Accuracy of Parametrization and Its Influence on UQ and RDO Results
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    Chapter 52 Analysis and Interpretation of Probabilistic Simulation Output
  54. Altmetric Badge
    Chapter 53 Summary of UMRIDA Best Practices
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    Chapter 54 Project Summary and Outlook
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Citations

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Title
Uncertainty Management for Robust Industrial Design in Aeronautics
Published by
Springer International Publishing, July 2018
DOI 10.1007/978-3-319-77767-2
ISBNs
978-3-31-977766-5, 978-3-31-977767-2
Editors

Hirsch, Charles, Wunsch, Dirk, Szumbarski, Jacek, Łaniewski-Wołłk, Łukasz, Pons-Prats, Jordi

Mendeley readers

Mendeley readers

The data shown below were compiled from readership statistics for 15 Mendeley readers of this research output. Click here to see the associated Mendeley record.

Geographical breakdown

Country Count As %
Unknown 15 100%

Demographic breakdown

Readers by professional status Count As %
Student > Ph. D. Student 6 40%
Student > Master 3 20%
Researcher 2 13%
Other 1 7%
Professor 1 7%
Other 2 13%
Readers by discipline Count As %
Engineering 10 67%
Unspecified 3 20%
Social Sciences 1 7%
Computer Science 1 7%