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Framework for Analysis and Identification of Nonlinear Distributed Parameter Systems using Bayesian Uncertainty Quantification based on Generalized Polynomial Chaos

JANYA-ANURAK, Chettapong - Personal Name;

In this work, the Uncertainty Quantification (UQ) approaches combined systematically to analyze and identify systems. The generalized Polynomial Chaos (gPC) expansion is applied to reduce the computational effort. The framework using gPC based on Bayesian UQ proposed in this work is capable of analyzing the system systematically and reducing the disagreement between the model predictions and the measurements of the real processes to fulfill user defined performance criteria.


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Detail Information
Series Title
-
Call Number
005 JAN f
Publisher
: KIT Scientific Publishing., 2017
Collation
-
Language
English
ISBN/ISSN
978-3-7315-0642-3
Classification
005
Content Type
text
Media Type
computer
Carrier Type
online resource
Edition
-
Subject(s)
Computer Science
Specific Detail Info
-
Statement of Responsibility
Chettapong Janya-anurak
Other Information
Cataloger
Kurnadi
Source
-
Validator
maya
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No other version available

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  • Framework for Analysis and Identification of Nonlinear Distributed Parameter Systems using Bayesian Uncertainty Quantification based on Generalized Polynomial Chaos
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