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Research Article
Apr 15, 2019

Uncertainty Quantification of Complement Sensitivity Indices in Dynamic Computer Models

Publication: ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems Part B: Mechanical Engineering
Volume 5, Issue 2

Abstract

This paper addresses the sensitivity analysis of time-dependent computer models. Often, in practice, we partition the inputs into a subset of inputs relevant to the application studied, and a complement subset of nuisance inputs that are not of interest. We propose sensitivity measures for the relevant inputs of such dynamic computer models. The subset of nuisance inputs is used to create replication-type information to help quantify the uncertainty of sensitivity measures (or indices) for the relevant inputs. The method is first demonstrated on an analytical example. Then we use the proposed method in an application about the safety of restraint systems in light tactical vehicles. The method indicates that chest deflection curves are more sensitive to the addition of pretensioners and load limiters than to the type of seatbelt. This article is available in the ASME Digital Collection at https://doi.org/10.1115/1.4042924.

Information & Authors

Information

Published In

Go to ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems, Part B: Mechanical Engineering
ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems Part B: Mechanical Engineering
Volume 5Issue 2June 2019

History

Received: Aug 17, 2018
Revision received: Feb 20, 2019
Published online: Apr 15, 2019
Published in print: Jun 1, 2019

Authors

Affiliations

Dorin Drignei [email protected]
Department of Mathematics and Statistics, Oakland University, Rochester, MI 48309 e-mail: [email protected]
Zissimos Mourelatos [email protected]
Department of Mechanical Engineering, Oakland University, Rochester, MI 48309 e-mail: [email protected]
Department of Industrial and Manufacturing Systems Engineering, University of Michigan-Dearborn, Dearborn, MI 48187 e-mail: [email protected]

Funding Information

Automotive Research Center10.13039/100008192: W56HZV-14-2-0001 US Army TARDEC

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