A Paradigm of Model Validation and Validated Models for Best-Estimate-Plus-Uncertainty Predictions in Systems Engineering <sup><xref ref-type="fn" rid="FN3">1</xref></sup>

2007-01-1746

04/16/2007

Event
SAE World Congress & Exhibition
Authors Abstract
Content
What constitutes a validated model? What are the criteria that allow one to defensibly make the claim that they are using a validated model in an analysis? These questions get to the heart of what model validation really implies (conceptually, operationally, interpretationally, etc.), and these details are currently the subject of substantial debate in the V&V community. This is perhaps because many contemporary paradigms of model validation have a limited modeling scope in mind, so the validation paradigms do not span different modeling regimes and purposes that are important in engineering. This paper discusses the different modeling regimes and purposes that it is important for a validation theory to span, and then proposes a validation paradigm that appears to span them. The author's criterion for validated models proceeds from a desire to meet an end objective of “best estimate plus uncertainty” (BEPU) in model predictions. Starting from this end, the author works back to the implications on the model validation process (conceptually, operationally, interpretationally, etc.). Ultimately a shift is required in the conceptualization and articulation of model validation, away from contemporary paradigms. Thus, this paper points out weaknesses in contemporary model validation perspectives and proposes a conception of model validation and validated models that seems to reconcile many of the issues.
Meta TagsDetails
DOI
https://doi.org/10.4271/2007-01-1746
Pages
15
Citation
Romero, V., "A Paradigm of Model Validation and Validated Models for Best-Estimate-Plus-Uncertainty Predictions in Systems Engineering 1," SAE Technical Paper 2007-01-1746, 2007, https://doi.org/10.4271/2007-01-1746.
Additional Details
Publisher
Published
Apr 16, 2007
Product Code
2007-01-1746
Content Type
Technical Paper
Language
English