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Assessment of the Accuracy of a Model for Use in Prediction of Component Environments

Authors :
Angel Urbina
Michael Ross
Thomas L. Paez
Source :
53rd AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics and Materials Conference20th AIAA/ASME/AHS Adaptive Structures Conference14th AIAA.
Publication Year :
2012
Publisher :
American Institute of Aeronautics and Astronautics, 2012.

Abstract

Modeling and simulation to aid in decision making, such as qualification of high consequence systems, is becoming more prevalent. With this increased use of models, there arises a need to formally assess the accuracy of the model underlying these decisions. This process is referred to as model validation. Furthermore an understanding of the uncertainty in the model responses is necessary if the model is used to predict the response of internal system components for establishing their performance. These responses, presumably, cannot be directly measured and/or multiple pieces of hardware are not available to quantify their inherent variability and thus the value of the model is heightened. Additionally, requirements on component assessment that require quantification of margins, in the presence of uncertainty, provide yet another motivation to use modeling and simulation. In this paper, we describe a model validation process to assess the accuracy of a system level model and perform an assessment of the model relative to existing data.

Details

Database :
OpenAIRE
Journal :
53rd AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics and Materials Conference20th AIAA/ASME/AHS Adaptive Structures Conference14th AIAA
Accession number :
edsair.doi...........53497e0312164f5671164b5c26517bfe
Full Text :
https://doi.org/10.2514/6.2012-1368