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عنوان
Probabilistic finite element model updating using Bayesian statistics :

پدید آورنده
Tshilidzi Marwala, Ilyes Boulkaibet, and Sondipon Adhikari.

موضوع
Bayesian statistical decision theory.,Engineering-- Mathematical models.,Finite element method.

رده
TA347
.
F5

کتابخانه
Center and Library of Islamic Studies in European Languages

محل استقرار
استان: Qom ـ شهر: Qom

Center and Library of Islamic Studies in European Languages

تماس با کتابخانه : 32910706-025

INTERNATIONAL STANDARD BOOK NUMBER

(Number (ISBN
111915300X
(Number (ISBN
1119153018
(Number (ISBN
1119153026
(Number (ISBN
9781119153009
(Number (ISBN
9781119153016
(Number (ISBN
9781119153023
Erroneous ISBN
1119153034
Erroneous ISBN
9781119153030

NATIONAL BIBLIOGRAPHY NUMBER

Number
dltt

TITLE AND STATEMENT OF RESPONSIBILITY

Title Proper
Probabilistic finite element model updating using Bayesian statistics :
General Material Designation
[Book]
Other Title Information
applications to aeronautical and mechanical engineering /
First Statement of Responsibility
Tshilidzi Marwala, Ilyes Boulkaibet, and Sondipon Adhikari.

PHYSICAL DESCRIPTION

Specific Material Designation and Extent of Item
1 online resource

INTERNAL BIBLIOGRAPHIES/INDEXES NOTE

Text of Note
Includes bibliographical references and index

CONTENTS NOTE

Text of Note
Title Page ; Copyright; Contents; Acknowledgements; Nomenclature ; Chapter 1 Introduction to Finite Element Model Updating ; 1.1 Introduction; 1.2 Finite Element Modelling; 1.3 Vibration Analysis; 1.3.1 Modal Domain Data; 1.3.2 Frequency Domain Data; 1.4 Finite Element Model Updating; 1.5 Finite Element Model Updating and Bounded Rationality; 1.6 Finite Element Model Updating Methods; 1.6.1 Direct Methods; 1.6.2 Iterative Methods; 1.6.3 Artificial Intelligence Methods; 1.6.4 Uncertainty Quantification Methods; 1.7 Bayesian Approach versus Maximum Likelihood Method; 1.8 Outline of the Book
Text of Note
3.8.2 Markov Chain Monte Carlo Method3.8.3 Simulated Annealing; 3.8.4 Gibbs Sampling; 3.9 Comparison between Approaches; 3.9.1 Numerical Example; 3.10 Conclusions; References; Chapter 4 Metropolis-Hastings and Slice Sampling for Finite Element Updating ; 4.1 Introduction; 4.2 Likelihood, Prior and the Posterior Functions; 4.3 The Metropolis-Hastings Algorithm; 4.4 The Slice Sampling Algorithm; 4.5 Statistical Measures; 4.6 Application 1: Cantilevered Beam; 4.7 Application 2: Asymmetrical H-Shaped Structure; 4.8 Conclusions; References
Text of Note
Chapter 3 Bayesian Statistics in Structural Dynamics 3.1 Introduction; 3.2 Bayeś Rule; 3.3 Maximum Likelihood Method; 3.4 Maximum a Posteriori Parameter Estimates; 3.5 Laplaceś Method; 3.6 Prior, Likelihood and Posterior Function of a Simple Dynamic Example; 3.6.1 Likelihood Function; 3.6.2 Prior Function; 3.6.3 Posterior Function; 3.6.4 Gaussian Approximation; 3.7 The Posterior Approximation; 3.7.1 Objective Function; 3.7.2 Optimisation Approach; 3.7.3 Case Example; 3.8 Sampling Approaches for Estimating Posterior Distribution; 3.8.1 Monte Carlo Method
Text of Note
Chapter 5 Dynamically Weighted Importance Sampling for Finite Element Updating 5.1 Introduction; 5.2 Bayesian Modelling Approach; 5.3 Metropolis-Hastings (M-H) Algorithm; 5.4 Importance Sampling; 5.5 Dynamically Weighted Importance Sampling; 5.5.1 Markov Chain; 5.5.2 Adaptive Pruned-Enriched Population Control Scheme; 5.5.3 Monte Carlo Dynamically Weighted Importance Sampling; 5.6 Application 1: Cantilevered Beam; 5.7 Application 2: H-Shaped Structure; 5.8 Conclusions; References; Chapter 6 Adaptive Metropolis-Hastings for Finite Element Updating ; 6.1 Introduction
0
8
8
8

OTHER EDITION IN ANOTHER MEDIUM

International Standard Book Number
1119153034

TOPICAL NAME USED AS SUBJECT

Bayesian statistical decision theory.
Engineering-- Mathematical models.
Finite element method.

(SUBJECT CATEGORY (Provisional

TEC-- 009000
TEC-- 035000

DEWEY DECIMAL CLASSIFICATION

Number
620
.
001/51825
Edition
23

LIBRARY OF CONGRESS CLASSIFICATION

Class number
TA347
.
F5

PERSONAL NAME - PRIMARY RESPONSIBILITY

Marwala, Tshilidzi,1971-

PERSONAL NAME - ALTERNATIVE RESPONSIBILITY

Adhikari, Sondipon
Boulkaibet, Ilyes,1981-

CORPORATE BODY NAME - ALTERNATIVE RESPONSIBILITY

Ohio Library and Information Network.

ORIGINATING SOURCE

Date of Transaction
20161031080341.4
Cataloguing Rules (Descriptive Conventions))
rda

ELECTRONIC LOCATION AND ACCESS

Electronic name
 مطالعه متن کتاب 

[Book]

Y

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