Emulation of Complex Fluid Flows

Name: Emulation of Complex Fluid Flows
Brand: De Gruyter
SKU: 9783111631356
Price: 4322 CZK
Availability: InStock

Projection-Based Reduced-Order Modeling and Machine Learning

Autor: Xingjian Wang, Vigor Yang

Jazyk:

Vazba: Pevná

Vydavatel: De Gruyter

Dostupnost: Skladem u dodavatele

Odesíláme za 14-21 dnů

4 322 Kč

While artificial intelligence has made significant strides in imaging and natural language processin...

Informace o knize

Autor

Xingjian Wang, Vigor Yang

Jazyk

Angličtina

Vazba

Kniha - Pevná

Vydáno

2025

Stránek

135

EAN

9783111631356

Enbook ID

49153686

Vydavatel

De Gruyter

Hmotnost

403

Rozměry

170 x 240

Kompletní popis

While artificial intelligence has made significant strides in imaging and natural language processing, its utilization in engineering science remains relatively new. This book aims to introduce machine learning techniques to facilitate the emulation of complex fluid flows. The work focuses on projection-based reduced-order models (ROMs) that condense high-dimensional data into a low-dimensional subspace by leveraging principal components. Techniques like proper orthogonal decomposition (POD) and convolutional autoencoder (CAE) are utilized to configure this subspace, establishing a functional mapping between input parameters and solution fields. The applicability of POD-based ROMs for spatial and spatiotemporal problems are explored across various engineering scenarios, including flow past a cylinder, supercritical turbulent flows, and hydrogen-blended combustion. To capture intricate dynamics, common POD, kernel-smoothed POD, and common kernel-smoothed POD methods are developed in sequence. Additionally, the effectiveness of POD and CAE in capturing nonlinear features are compared. This book is designed to benefit graduate students and researchers interested in the intersection of data and engineering sciences.

Mohlo by vás zajímat

Zákaznicí kteří koupili tuto knihu koupili také

Nejčastěji hledané

Categories

Authors

Publishers

Produkty

Produkty

Nejčastěji hledané

Categories

Authors

Publishers

Produkty

Produkty

Emulation of Complex Fluid Flows

Projection-Based Reduced-Order Modeling and Machine Learning

Informace o knize

Kompletní popis

Mohlo by vás zajímat

Zákaznicí kteří koupili tuto knihu koupili také