Data Analysis for Direct Numerical Simulations of Turbulent Combustion
From Equation-Based Analysis to Machine Learning
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Beschreibung
This book presents methodologies for analysing large data sets produced by the direct numerical simulation (DNS) of turbulence and combustion. It describes the development of models that can be used to analyse large eddy simulations, and highlights both the most common techniques and newly emerging ones.
The chapters, written by internationally respected experts, invite readers to consider DNS of turbulence and combustion from a formal, data-driven standpoint, rather than one led by experience and intuition. This perspective allows readers to recognise the shortcomings of existing models, with the ultimate goal of quantifying and reducing model-based uncertainty. In addition, recent advances in machine learning and statistical inferences offer new insights on the interpretation of DNS data.
This book presents methodologies for analysing large data sets produced by the direct numerical simulation (DNS) of turbulence and combustion. It describes the development of models that can be used to analyse large eddy simulations, and highlights both the most common techniques and newly emerging ones.
The chapters, written by internationally respected experts, invite readers to consider DNS of turbulence and combustion from a formal, data-driven standpoint, rather than one led by experience and intuition. This perspective allows readers to recognise the shortcomings of existing models, with the ultimate goal of quantifying and reducing model-based uncertainty. In addition, recent advances in machine learning and statistical inferences offer new insights on the interpretation of DNS data.
Gathers contributions from authoritative figures in model development, Big Data, and DNS Broadens readers’ understanding of DNS of turbulence and combustion Identifies the main approaches used to analyse large data sets produced by DNS
Autor*in
Heinz Pitsch
Themen in »Data Analysis for Direct Numerical Simulations of Turbulent Combustion«
Turbulent Combustion Direct Numerical Simulation Big Data Analysis Turbulent Reactive Flows Combustion Modeling Large Eddy Simulation Turbulence Modeling