Memorias de investigación
Artículos en revistas:
Anisotropic meta-models for computationally expensive simulations in nonlinear mechanics
Año:2019

Áreas de investigación
  • Ingenierías,
  • Ingeniería mecánica, aeronaútica y naval

Datos
Descripción
Non-intrusive methods are now established in the engineering community as a pragmatic approach for the Uncertainty Quantification (UQ) and Global Sensitivity Analysis (GSA) of complex models. However, especially for computationally expensive models, both types of analyses can only be completed by employing surrogates that replace the original models and are considerably less expensive. This work studies the construction of accurate and predictive meta-models for their use in both UQ and GSA, and their application to complex problems in non-linear mechanics. In particular, meta-models based on radial functions are examined and enhanced with anisotropic metrics for improved predictiveness and cost effectiveness. Three numerical examples illustrate the performance of the proposed methodology.
Internacional
Si
JCR del ISI
Si
Título de la revista
International Journal For Numerical Methods in Engineering
ISSN
0029-5981
Factor de impacto JCR
2,866
Información de impacto
Volumen
121
DOI
Número de revista
Desde la página
904
Hasta la página
924
Mes
OCTUBRE
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Participantes

Grupos de investigación, Departamentos, Centros e Institutos de I+D+i relacionados
  • Creador: Departamento: Ingeniería Mecánica
  • Departamento: Ingeniería de Organización, Administración de Empresas y Estadística