Machine Learning in Modeling and Simulation

Name: Machine Learning in Modeling and Simulation
Brand: Springer, Berlin
SKU: 9783031366437
Price: 179.78 EUR
Availability: InStock

Methods and Applications

Autor: Timon Rabczuk, Klaus-Jürgen Bathe

Jazyk:

Väzba: Pevná

Vydavateľ: Springer, Berlin

Dostupnosť: Skladom u dodávateľa

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179.78 €

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

Informácie o knihe

Autor

Timon Rabczuk, Klaus-Jürgen Bathe

Jazyk

Angličtina

Väzba

Kniha - Pevná

Vydalo

2023

Stránok

430

EAN

9783031366437

Enbook ID

43476026

Vydavateľ

Springer, Berlin

Hmotnosť

942

Rozmery

155 x 235

Kompletný 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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