Combustion machine learning: Principles, progress and prospects
Progress in combustion science and engineering has led to the generation of large amounts
of data from large-scale simulations, high-resolution experiments, and sensors. This corpus …
of data from large-scale simulations, high-resolution experiments, and sensors. This corpus …
[HTML][HTML] Improving aircraft performance using machine learning: A review
This review covers the new developments in machine learning (ML) that are impacting the
multi-disciplinary area of aerospace engineering, including fundamental fluid dynamics …
multi-disciplinary area of aerospace engineering, including fundamental fluid dynamics …
Acoustic modes in combustors with complex impedances and multidimensional active flames
COMBUSTION oscillations are frequently encountered during the development of many
combustion chambers for gas turbines [1–4]. To date, these oscillations cannot be predicted …
combustion chambers for gas turbines [1–4]. To date, these oscillations cannot be predicted …
[HTML][HTML] Computational approaches to explainable artificial intelligence: advances in theory, applications and trends
Deep Learning (DL), a groundbreaking branch of Machine Learning (ML), has emerged as a
driving force in both theoretical and applied Artificial Intelligence (AI). DL algorithms, rooted …
driving force in both theoretical and applied Artificial Intelligence (AI). DL algorithms, rooted …
[HTML][HTML] Machine learning for combustion
Combustion science is an interdisciplinary study that involves nonlinear physical and
chemical phenomena in time and length scales, including complex chemical reactions and …
chemical phenomena in time and length scales, including complex chemical reactions and …
Supersonic combustion in air-breathing propulsion systems for hypersonic flight
J Urzay - Annual Review of Fluid Mechanics, 2018 - annualreviews.org
Great efforts have been dedicated during the last decades to the research and development
of hypersonic aircrafts that can fly at several times the speed of sound. These aerospace …
of hypersonic aircrafts that can fly at several times the speed of sound. These aerospace …
[HTML][HTML] Advanced modeling approaches for CFD simulations of coal combustion and gasification
Coal is the most abundant fossil fuel and is widely used as an energy source for combustion
and gasification. Both experimental methods and computational tools are required for the …
and gasification. Both experimental methods and computational tools are required for the …
[HTML][HTML] State-of-the-art in premixed combustion modeling using flamelet generated manifolds
Flamelet based chemical reduction techniques are very promising methods for efficient and
accurate modeling of premixed flames. Over the years the Flamelet Generated Manifold …
accurate modeling of premixed flames. Over the years the Flamelet Generated Manifold …
[HTML][HTML] Flameless combustion and its potential towards gas turbines
Since its discovery, the Flameless Combustion (FC) regime has been seen as a promising
alternative combustion technique to reduce pollutant emissions of gas turbine engines. This …
alternative combustion technique to reduce pollutant emissions of gas turbine engines. This …
Dynamics and stability of lean-premixed swirl-stabilized combustion
Combustion instability remains a critical issue limiting the development of low-emission,
lean-premixed (LPM) gas turbine combustion systems. The present work provides a …
lean-premixed (LPM) gas turbine combustion systems. The present work provides a …