Uncertainty Quantification: Theory, Implementation, and Applications

Name: Uncertainty Quantification: Theory, Implementation, and Applications
Brand: Society for Industrial & Applied Mathematics,U.S.
SKU: 9781611973211
Price: 87.44 EUR
Availability: PreOrder

Autor: Ralph Smith

Jazyk:

Väzba: Pevná

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

Dostupnosť: Čaká sa dotlač

Naskladnenie 05. 06. 2026

87.44 €

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

Informácie o knihe

Autor

Ralph Smith

Jazyk

Angličtina

Väzba

Kniha - Pevná

Vydalo

2013

Stránok

400

EAN

9781611973211

ISBN

161197321X

Enbook ID

02478003

Vydavateľ

Society for Industrial & Applied Mathematics,U.S.

Hmotnosť

Rozmery

325 x 186 x 23

Kompletný 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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