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Bayesian Inverse Problems:Fundamentals and Engineering Applications '21

Chiachio-Ruano, Juan, Sankararaman, Shankar, Chiachio-Ruano, Manuel 　編

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発行年月	2021年11月
出版社／提供元	CRC Press
出版国	アメリカ合衆国
言語	英語
媒体	冊子
装丁	hardcover
ページ数／巻数	xvi, 232 p., 58 illus. 2 in color, 15 tbls.
ジャンル	洋書／理工学／工学一般／工学一般
ISBN	9781138035850
商品コード	1023921835
本の性格	学術書
新刊案内掲載月	2018年07月
商品URL	https://kw.maruzen.co.jp/ims/itemDetail.html?itmCd=1023921835

内容

This book is intended to provide a bottom-up and fundamental understanding of the use of probabilistic methods and reliability analysis techniques in engineering applications. Divided into two parts, the book covers fundamental topics about uncertainty quantification in engineering and particular engineering research applications, providing a comprehensive look at Bayesian damage assessment and prognostics in engineering.

Part I: Theory and Fundamentals. Understanding uncertainty in engineering. Uncertainty quantification and propagation. The Bayesian inverse problem in engineering. Bayesian filtering and prognostics. Surrogate modelling. Part II: Applications. Structural health management. Prognostics of remaining life of batteries. Reliability of power plants. Infrastructure asset management. Wind turbines. Rovers and UAVs. Structural dynamics applications.

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