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Finite Element Model Updating Using Computational Intelligence Techniques: Applications to Structural Dynamics book cover by Tshilidzi Marwala
Hardcover

Finite Element Model Updating Using Computational Intelligence Techniques: Applications to Structural Dynamics

by Tshilidzi Marwala

$149.59 / copy at 25+ copies As low as $146.19 at 100+Your best volume price

Total $3,739.75

Hardcover · 250 pages Springer London · 2010

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Hardcover
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About the book

Finite Element Model Updating Using Computational Intelligence Techniques

FEM updating allows FEMs to be tuned better to reflect measured data. It can be conducted using two different statistical frameworks: the maximum likelihood approach and Bayesian approaches. This book applies both strategies to the field of structural mechanics, using vibration data. Computational intelligence techniques including: multi-layer perceptron neural networks; particle swarm and GA-based optimization methods; simulated annealing; response surface methods; and expectation maximization algorithms, are proposed to facilitate the updating process. Based on these methods, the most appropriate updated FEM is selected, a problem that traditional FEM updating has not addressed. This is found to incorporate engineering judgment into finite elements through the formulations of prior distributions. Case studies, demonstrating the principles test the viability of the approaches, and. by critically analysing the state of the art in FEM updating, this book identifies new research directions.

The book, Finite Element Model Updating Using Computational Intelligence Techniques: Applications to Structural Dynamics [Bulk, Wholesale, Quantity] ISBN#9781849963220 in Hardcover by Tshilidzi Marwala may be ordered in bulk quantities. Minimum starts at 25 copies. Availability based on publisher status and quantity being ordered.

Details

Publisher
Springer London
Author
Tshilidzi Marwala
Format
Hardcover
Published
Jun 10, 2010
ISBN-13
9781849963220
Pages
250
Printing
Printed on demand
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