High-fidelity simulations of mixing and combustion processes are computationally
demanding and time-consuming, hindering their wide application in industrial design and …

Thermoacoustic instabilities in combustion systems are influenced by the thermoacoustic
properties, such as the transfer function (TF) of the burner with flame. One promising …

Operation under stable conditions is an important prerequisite for gas turbine safety. While
recent studies have focused primarily on acoustic design to avoid thermoacoustic …

Thermoacoustic oscillations arise because of the interaction between acoustic waves inside
a duct or a combustion chamber, and heat release rate oscillations at the flame or heater …

Many physical systems are subject to uncertainty in operating regimes, boundary conditions,
and physical parameter values. The generalized polynomial chaos (gPC) framework offers …

This chapter demonstrates three promising ways to combine machine learning with physics-
based modelling in order to model, forecast, and avoid thermoacoustic instability. The first …

To improve the safety, reliability, and performance of complex engineering systems, it is
crucial to understand and quantify uncertainties. This paper presents a framework to non …

This study proposes a new formulation of the one-mode Galerkin expansion and compares it
against a classical one found in the literature, while considering a velocity-sensitive flame …

This thesis focuses on understanding the response of spray sub-processes to acoustic
oscillations using an analytical formulation and leverage this knowledge in analyzing spray …

This thesis and the corresponding publications cover the local modeling and uncertainty
quantification of the linear flame response. The local flame modeling is required at high …