Bayesian Damage Assessment and Prognostics in Engineering Materials: 1st Edition (Hardback) book cover

Bayesian Damage Assessment and Prognostics in Engineering Materials

1st Edition

Edited by Juan Chiachio-Ruano, Shankar Sankararaman, Manuel Chiachio-Ruano

CRC Press

360 pages | 8 Color Illus.

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Hardback: 9781138035850
pub: 2020-01-31
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Description

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.

Table of Contents

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.

About the Editors

Juan Chiachio-Ruano

Shankar Sankararaman

Manuel Chiachio-Ruano

Subject Categories

BISAC Subject Codes/Headings:
MAT029000
MATHEMATICS / Probability & Statistics / General
SCI086000
SCIENCE / Life Sciences / General
TEC009000
TECHNOLOGY & ENGINEERING / Engineering (General)
TEC032000
TECHNOLOGY & ENGINEERING / Quality Control