Deep UQ: Learning deep neural network surrogate models for high dimensional uncertainty quantification

RK Tripathy, I Bilionis - Journal of computational physics, 2018 - Elsevier
State-of-the-art computer codes for simulating real physical systems are often characterized
by vast number of input parameters. Performing uncertainty quantification (UQ) tasks with …

Progress in analytical methods to predict and control azimuthal combustion instability modes in annular chambers

M Bauerheim, F Nicoud, T Poinsot - Physics of Fluids, 2016 - pubs.aip.org
Progress in analytical methods to predict and control azimuthal combustion instability
modes in annular chambers | Physics of Fluids | AIP Publishing Skip to Main Content …

Uncertainty quantification of growth rates of thermoacoustic instability by an adjoint Helmholtz solver

CF Silva, L Magri, T Runte… - … of Engineering for …, 2017 - asmedigitalcollection.asme.org
Thermoacoustic instabilities are often calculated with Helmholtz solvers combined with a low-
order model for the flame dynamics. Typically, such a formulation leads to an eigenvalue …

Stability analysis of thermo-acoustic nonlinear eigenproblems in annular combustors. Part II. Uncertainty quantification

L Magri, M Bauerheim, F Nicoud, MP Juniper - Journal of Computational …, 2016 - Elsevier
Abstract Monte Carlo and Active Subspace Identification methods are combined with first-
and second-order adjoint sensitivities to perform (forward) uncertainty quantification analysis …

Symmetry breaking of azimuthal thermoacoustic modes: the UQ perspective

M Bauerheim, A Ndiaye, P Constantine… - Journal of Fluid …, 2016 - cambridge.org
Since its introduction in the late 19th century, symmetry breaking has been found to play a
crucial role in physics. In particular, it appears as one key phenomenon controlling …

Methods for the calculation of thermoacoustic stability boundaries and monte carlo-free uncertainty quantification

GA Mensah, L Magri, JP Moeck - … of Engineering for …, 2018 - asmedigitalcollection.asme.org
Thermoacoustic instabilities are a major threat for modern gas turbines. Frequency-domain-
based stability methods, such as network models and Helmholtz solvers, are common …

Uncertainty quantification in large eddy simulations of a rich-dome aviation gas turbine

M Masquelet, J Yan, A Dord… - … Expo: Power for …, 2017 - asmedigitalcollection.asme.org
In this work, a rich-dome aviation combustor operating over a range of high-power
conditions is investigated using multiple Large Eddy Simulations (LES). The LES flow …

[PDF][PDF] Efficient computation of thermoacoustic modes

GA Mensah - 2019 - depositonce.tu-berlin.de
Modern gas turbines are a key technology for reliable and sustainable power generation. In
order to meet strict emission regularizations they utilize lean premixed combustion. This …

Sensitivity analysis of thermo-acoustic eigenproblems with adjoint methods

MP Juniper, L Magri, M Bauerheim, F Nicoud - CTR-Summer Program, 2014 - hal.science
This paper outlines two new applications of adjoint methods in the study of thermoacoustic
instability. The first is to calculate gradients for the active subspace method, which is used in …

Optimizing Thermoacoustic Characterization Experiments for Identifiability Improves Both Parameter Estimation Accuracy and Closed-Loop Controller Robustness …

X Chen, J O'Connor, H Fathy - Combustion Science and …, 2022 - Taylor & Francis
This article examines the degree to which optimizing a Rijke tube experiment can improve
the accuracy of thermoacoustic model parameter estimation, thereby facilitating robust …