Neu Erschienen: 29.05.2020 Abbildung von Pitsch / Attili | Data Analysis for Direct Numerical Simulations of Turbulent Combustion | 1st ed. 2020 | 2020 | From Equation-Based Analysis t...

Pitsch / Attili

Data Analysis for Direct Numerical Simulations of Turbulent Combustion

From Equation-Based Analysis to Machine Learning

lieferbar ca. 10 Tage als Sonderdruck ohne Rückgaberecht

auch verfügbar als eBook (PDF) für 139.09 €

Buch. Hardcover

1st ed. 2020. 2020

ix, 292 S. 31 s/w-Abbildungen, 136 Farbabbildungen, 95 Farbtabellen, Bibliographien

In englischer Sprache

Springer. ISBN 978-3-030-44717-5

Format (B x L): 15,5 x 23,5 cm

Gewicht: 623 g

Produktbeschreibung

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.

The book will especially benefit graduate-level students and researchers in mechanical and aerospace engineering, e.g. those with an interest in general fluid mechanics, applied mathematics, and the environmental and atmospheric sciences.

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