Data analysis for direct numerical s...
Pitsch, Heinz.

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  • Data analysis for direct numerical simulations of turbulent combustion = from equation-based analysis to machine learning /
  • 紀錄類型: 書目-電子資源 : Monograph/item
    正題名/作者: Data analysis for direct numerical simulations of turbulent combustion/ edited by Heinz Pitsch, Antonio Attili.
    其他題名: from equation-based analysis to machine learning /
    其他作者: Pitsch, Heinz.
    出版者: Cham :Springer International Publishing : : 2020.,
    面頁冊數: ix, 292 p. :ill., digital ;24 cm.
    內容註: Partial A-Posteriori LES of DNS Data of Turbulent Combustion -- Application of the Optimal Estimator Analysis to Turbulent Combustion Modeling -- Reduced Order Modeling of Rocket Combustion Flows -- Dynamic Mode Decompositions: A Tool to Extract Structure Hidden in Massive Dataset -- Analysis of Combustion-Modes Through Structural and Dynamic Technique -- Analysis of the Impact of Combustion On Turbulence: Triadic Analysis, Wavelets, Structure Functions, Spectra -- Analysis of Flame Topology and Burning Rates -- Dissipation Element Analysis of Turbulent Combustion -- Higher Order Tensors for DNS Data Analysis and Compression -- Covariant Lyapunov Vector Analysis of Turbulent Reacting Flows -- CEMA Analysis Applied to DNS Data -- Combined Computational Singular Perturbation-Tangential Stretching Rate Diagnostics of Large -- Scale Simulations of Reactive Turbulent Flows: Feature Tracking, Time Scale Characterization, and Cause/Effect Identification -- Genetic Algorithms Applied to LES Model Development -- Sub-grid Scale Signal Reconstruction: From Discrete and Iterative Deconvolution Operators to Convolutional Neural Networks -- Machine Learning for Combustion Rate Shaping -- Machine Learning of Combustion LES Models from DNS -- Developing Artificial Neural Networks Based Models for Complex Turbulent Flow by Utilizing DNS Database.
    Contained By: Springer eBooks
    標題: Turbulence - Mathematical models. -
    電子資源: https://doi.org/10.1007/978-3-030-44718-2
    ISBN: 9783030447182
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W9410988 電子資源 11.線上閱覽_V 電子書 EB TA357.5.T87 D383 2020 一般使用(Normal) 在架 0
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