Uncertainty Quantification: Theory, Implementation, and Applications

Name: Uncertainty Quantification: Theory, Implementation, and Applications
Brand: Society for Industrial & Applied Mathematics,U.S.
SKU: 9781611973211
Price: 2115 CZK
Availability: PreOrder

Autor: Ralph Smith

Jazyk:

Vazba: Pevná

Vydavatel: Society for Industrial & Applied Mathematics,U.S.

Dostupnost: Očekávaný dotisk

Naskladnění 05. 06. 2026

2 115 Kč

The need to quantify and characterise uncertainties arising in mathematical models with unknown para...

Informace o knize

Autor

Ralph Smith

Jazyk

Angličtina

Vazba

Kniha - Pevná

Vydáno

2013

Stránek

400

EAN

9781611973211

ISBN

161197321X

Enbook ID

02478003

Vydavatel

Society for Industrial & Applied Mathematics,U.S.

Hmotnost

Rozměry

325 x 186 x 23

Kompletní popis

The need to quantify and characterise uncertainties arising in mathematical models with unknown parameters leads to the rapidly evolving field of uncertainty quantification. This book provides readers with the concepts, theory, and algorithms necessary to quantify input and response uncertainties for simulation models. It covers concepts from probability and statistics such as parameter selection techniques, frequentist and Bayesian model calibration, propagation of uncertainties, quantification of model discrepancy, and sensitivity analysis. The book goes on to explore applications and open problems from a wide array of disciplines, particularly those such as climate science, hydrology, and nuclear power where uncertainty quantification is crucial for both scientific understanding and public policy. An accompanying web page provides data used in the exercises and other supplementary material. The text is intended as a coursebook for advanced undergraduates and above, and as a resource for researchers in mathematics, statistics, operations research, science, and engineering.

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Uncertainty Quantification: Theory, Implementation, and Applications

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