Uncertainty Management for Robust Industrial Design in Aeronautics: Findings and Best Practice Collected During UMRIDA

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Download Uncertainty Management for Robust Industrial Design in Aeronautics: Findings and Best Practice Collected During UMRIDA written by Charles Hirsch, Dirk Wunsch, Jacek Szumbarski, Lukasz Laniewski, Jordi Pons-Prats in PDF format. This book is under the category Engineering and bearing the isbn/isbn13 number 3319777661; 3030085341/9783319777665/ 9783030085346. You may reffer the table below for additional details of the book.

Description

This ebook; Uncertainty Management for Robust Industrial Design in Aeronautics (PDF) covers cutting-edge findings related to uncertainty quantification and optimization under uncertainties (i.e. robust and reliable optimization); with a special emphasis on turbomachinery nd aeronautics; although not limited to these fields. It describes new methods for uncertainty quantification; such as non-intrusive polynomial chaos; collocation methods; perturbation methods; as well as adjoint-based and multi-level Monte Carlo methods. It includes methods for characterization of most influential uncertainties; as well as formulations for robust and reliable design optimization. A distinctive element of the ebook is the unique collection of test cases with prescribed uncertainties; which are representative of the current engineering practice of the industrial consortium partners involved in UMRIDA; a level 1 collaborative project within the European Commission’s Seventh Framework Programme (FP7). All developed methods are benchmarked against these industrial challenges. Moreover; the ebook includes a section dedicated to Best Practice Guidelines for uncertainty quantification and robust design optimization; summarizing the findings obtained by the consortium members within the UMRIDA project. All in all; the book offers an authoritative guide to cutting-edge methodologies for uncertainty management in engineering design; covers a wide range of applications and discusses new ideas for future research and interdisciplinary collaborations.

 

Additional information

book-author

Charles Hirsch, Dirk Wunsch, Jacek Szumbarski, Lukasz Laniewski, Jordi Pons-Prats

publisher

Springer; 1st ed. 2019 edition

file-type

PDF

pages

819 pages

language

English

asin

B07FNH2L4W

isbn10

3319777661; 3030085341

isbn13

9783319777665/ 9783030085346

Table of contents


Table of contents :
Front Matter ….Pages i-ix
Front Matter ….Pages 1-1
Vision, Objectives and Research Activities (Charles Hirsch, Dirk Wunsch)….Pages 3-13
UMRIDA Test Case Database with Prescribed Uncertainties (Sönke Klostermann)….Pages 15-32
Front Matter ….Pages 33-33
Uncertainties in Compressor and Aircraft Design (Dirk Büche, Sönke Klostermann, G. Rogé, X. Loyatho)….Pages 35-51
Estimation of Model Error Using Bayesian Model-Scenario Averaging with Maximum a Posterori-Estimates (Martin Schmelzer, Richard P. Dwight, Wouter Edeling, Paola Cinnella)….Pages 53-69
Uncertainties for Thermoacoustics: A First Analysis (A. Ndiaye, F. Nicoud)….Pages 71-88
Numerical Uncertainties Estimation and Mitigation by Mesh Adaptation (Frédéric Alauzet, Alain Dervieux, Loïc Frazza, Adrien Loseille)….Pages 89-107
General Introduction to Polynomial Chaos and Collocation Methods (Chris Lacor, Éric Savin)….Pages 109-122
Generalized Polynomial Chaos for Non-intrusive Uncertainty Quantification in Computational Fluid Dynamics (Vincent Couaillier, Éric Savin)….Pages 123-141
Non-intrusive Probabilistic Collocation Method for Operational, Geometrical, and Manufacturing Uncertainties in Engineering Practice (Dirk Wunsch, Rémy Nigro, Grégory Coussement, Charles Hirsch)….Pages 143-167
Non-intrusive Uncertainty Quantification by Combination of Reduced Basis Method and Regression-based Polynomial Chaos Expansion (Mehrdad Raisee, Dinesh Kumar, Chris Lacor)….Pages 169-184
Screening Analysis and Adaptive Sparse Collocation Method (Alberto Clarich, Rosario Russo)….Pages 185-201
General Introduction to Surrogate Model-Based Approaches to UQ (Daigo Maruyama, Stefan Görtz, Dishi Liu)….Pages 203-211
Comparing Surrogates for Estimating Aerodynamic Uncertainties of Airfoils (Daigo Maruyama, Dishi Liu, Stefan Görtz)….Pages 213-228
Ordinary Kriging Surrogates in Aerodynamics (Antoine Dumont, Jean-Luc Hantrais-Gervois, Pierre-Yves Passaggia, Jacques Peter, Itham Salah el Din, Éric Savin)….Pages 229-245
Surrogates for Combustion Instabilities in Annular Combustors (M. Bauerheim, A. Ndiaye, F. Nicoud)….Pages 247-263
General Introduction to Monte Carlo and Multi-level Monte Carlo Methods (Robin Schmidt, Matthias Voigt, Michele Pisaroni, Fabio Nobile, Penelope Leyland, Jordi Pons-Prats et al.)….Pages 265-278
Latin Hypercube Sampling-Based Monte Carlo Simulation: Extension of the Sample Size and Correlation Control (Robin Schmidt, Matthias Voigt, Ronald Mailach)….Pages 279-289
Multi-level Monte Carlo Method (Jordi Pons-Prats, G. Bugeda)….Pages 291-304
Continuation Multi-level Monte Carlo (Michele Pisaroni, Fabio Nobile, Penelope Leyland)….Pages 305-325
Introduction to Intrusive Perturbation Methods (Alain Dervieux)….Pages 327-334
Algorithmic Differentiation for Second Derivatives (Alain Dervieux)….Pages 335-346
Second-Order Derivatives for Geometrical Uncertainties (Marcin Wyrozębski, Łukasz Łaniewski-Wołłk, Jacek Rokicki)….Pages 347-361
Front Matter ….Pages 363-363
Application of UQ for Turbine Blade CHT Computations (K. Vinogradov, G. Kretinin)….Pages 365-381
Application of Uncertainty Quantification Methodologies to Falcon (G. Rogé, X. Loyatho)….Pages 383-397
Application of UQ to Combustor Design (S. Richard, J. Lamouroux, A. Ndiaye, F. Nicoud)….Pages 399-414
Manufacturing Uncertainties for Acoustic Liners (N. Magnino)….Pages 415-430
Manufacturing Uncertainties in High-Pressure Compressors (Rémy Nigro, Dirk Wunsch, Grégory Coussement, Charles Hirsch)….Pages 431-444
Front Matter ….Pages 445-445
Formulations for Robust Design and Inverse Robust Design (Alberto Clarich, Rosario Russo)….Pages 447-462
Robust Design of Initial Boundary Value Problems (Jan Nordström, Markus Wahlsten)….Pages 463-478
Robust Optimization with Gaussian Process Models (Krzysztof Marchlewski, Łukasz Łaniewski-Wołłk, Sławomir Kubacki, Jacek Szumbarski)….Pages 479-494
Robust Design in Turbomachinery Applications (Rémy Nigro, Dirk Wunsch, Grégory Coussement, Charles Hirsch)….Pages 495-511
Robust Design Measures for Airfoil Shape Optimization (Daigo Maruyama, Stefan Görtz, Dishi Liu)….Pages 513-527
Robust Design with MLMC (Michele Pisaroni, Fabio Nobile, Penelope Leyland)….Pages 529-540
Value-at-Risk and Conditional Value-at-Risk in Optimization Under Uncertainty (Domenico Quagliarella)….Pages 541-565
Combination of Polynomial Chaos with Adjoint Formulations for Optimization Under Uncertainties (Dinesh Kumar, Mehrdad Raisee, Chris Lacor)….Pages 567-582
Robust Multiphysics Optimization of Fan Blade (K. Vinogradov, G. Kretinin, I. Leshenko)….Pages 583-600
UQ Sensitivity Analysis and Robust Design Optimization of a Supersonic Natural Laminar Flow Wing-Body (Domenico Quagliarella, Emiliano Iuliano)….Pages 601-628
Robust Compressor Optimization by Evolutionary Algorithms (Dirk Büche)….Pages 629-645
Robust Optimization of Acoustic Liners (N. Magnino)….Pages 647-662
Application of Robust Design Methodologies to Falcon (G. Rogé, X. Loyatho)….Pages 663-675
Front Matter ….Pages 677-677
Uncertainties Identification and Quantification (Dirk Büche, Sönke Klostermann, Martin Schmelzer)….Pages 679-686
Polynomial Chaos and Collocation Methods and Their Range of Applicability (Chris Lacor, Éric Savin)….Pages 687-702
Surrogate Model-Based Approaches to UQ and Their Range of Applicability (Daigo Maruyama, Dishi Liu, Stefan Görtz)….Pages 703-714
Monte Carlo-Based and Sampling-Based Methods and Their Range of Applicability (Robin Schmidt, Matthias Voigt, Michele Pisaroni, Fabio Nobile, Penelope Leyland, Jordi Pons-Prats et al.)….Pages 715-720
Introduction to Intrusive Perturbation Methods and Their Range of Applicability (Alain Dervieux)….Pages 721-735
Use of Open Source UQ Libraries (Sönke Klostermann, R. Lebrun)….Pages 737-745
Uncertainty Quantification in an Engineering Design Software System (Dirk Wunsch, Rémy Nigro, Grégory Coussement, Charles Hirsch)….Pages 747-754
Use of Automatic Differentiation Tools at the Example of TAPENADE (Alain Dervieux)….Pages 755-764
Formulations for Robust Design and Inverse Robust Design (Alberto Clarich, Rosario Russo)….Pages 765-775
Use of RD in Multiphysics Applications (S. Richard, N. Magnino)….Pages 777-783
Geometrical Uncertainties—Accuracy of Parametrization and Its Influence on UQ and RDO Results (Dishi Liu, Daigo Maruyama, Stefan Görtz)….Pages 785-798
Analysis and Interpretation of Probabilistic Simulation Output (Alberto Clarich, Rosario Russo)….Pages 799-804
Summary of UMRIDA Best Practices (Jordi Pons-Prats, Gabriel Bugeda)….Pages 805-808
Front Matter ….Pages 809-809
Project Summary and Outlook (Charles Hirsch, Dirk Wunsch)….Pages 811-819

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