Machine Learning in Modeling and Simulation

Name: Machine Learning in Modeling and Simulation
Brand: Springer, Berlin
SKU: 9783031366437
Price: 4111 CZK
Availability: InStock

Methods and Applications

Autor: Timon Rabczuk, Klaus-Jürgen Bathe

Jazyk:

Vazba: Pevná

Vydavatel: Springer, Berlin

Dostupnost: Skladem u dodavatele

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4 111 Kč

Machine learning (ML) approaches have been extensively and successfully employed in various areas,...

Informace o knize

Autor

Timon Rabczuk, Klaus-Jürgen Bathe

Jazyk

Angličtina

Vazba

Kniha - Pevná

Vydáno

2023

Stránek

430

EAN

9783031366437

Enbook ID

43476026

Vydavatel

Springer, Berlin

Hmotnost

942

Rozměry

155 x 235

Kompletní popis

Machine learning (ML) approaches have been extensively and successfully employed in various areas, like in economics, medical predictions, face recognition, credit card fraud detection, and spam filtering. There is clearly also the potential that ML techniques developed in Engineering and the Sciences will drastically increase the possibilities of analysis and accelerate the design to analysis time. With the use of ML techniques, coupled to conventional methods like finite element and digital twin technologies, new avenues of modeling and simulation can be opened but the potential of these ML techniques needs to still be fully harvested, with the methods developed and enhanced. The objective of this book is to provide an overview of ML in Engineering and the Sciences presenting fundamental theoretical ingredients with a focus on the next generation of computer modeling in Engineering and the Sciences in which the exciting aspects of machine learning are incorporated. The book is of value to any researcher and practitioner interested in research or applications of ML in the areas of scientific modeling and computer aided engineering.Chapter 'Machine Learning in Computer Aided Engineering' of this book is available open access under a CC BY license via link.springer.com.

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Machine Learning in Modeling and Simulation

Methods and Applications

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Kompletní popis

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