Uncertainty Quantification: Theory, Implementation, and Applications: 30 - Rilegato

Ralph C Smith (author)

 
9781611977837: Uncertainty Quantification: Theory, Implementation, and Applications: 30
Rilegato
ISBN 10: 1611977835 ISBN 13: 9781611977837
Casa editrice: SIAM - Society for Industrial and Applied Mathematics, 2024

Sinossi

Uncertainty quantification is an important step in establishing the predictive accuracy of simulation models employed in a broad range of disciplines. The book provides a comprehensive and unified treatment of the mathematical, statistical, and numerical topics required to perform uncertainty analysis for models arising in a wide range of applications.

Expanded and reorganized, the second edition represents advances in the field over the last decade.

  • It contains new chapters on random field representations, observation models, parameter identifiability and influence, active subspace techniques, and statistical surrogate models.
  • The chapter on local sensitivity analysis has been rewritten to focus on the use of sensitivity equations, complex-step approximation, adjoint methods, and parameter subset selection techniques to ascertain parameter influence.
  • It contains four times the number of exercises and many new examples, several of which include data.
  • UQ Crimes throughout the text identify common misconceptions and guide readers entering the field.
  • An ancillary website contains MATLAB codes.

Le informazioni nella sezione "Riassunto" possono far riferimento a edizioni diverse di questo titolo.

Editore
SIAM - Society for Industrial and Applied Mathematics
Data di pubblicazione
2024
Lingua
Inglese
ISBN 10 
1611977835
ISBN 13 
9781611977837
Rilegatura
Copertina rigida
Numero edizione
2
Numero di pagine
229
Contatto del produttore
non disponibile
Persona responsabile
non disponibile