《Trans.am.nucl.soc》

Using Automatic Differentiation in Sensitivity Analysis of Nuclear Simulation Models

作者:
M AlexeO RoderickM AnitescuJ UtkeT Fanning

关键词:
mathematical methods and computingaccuracyefficiencyreactorssamplingsensitivity analysissimulation

摘要:
Sensitivity analysis is an important tool in the study of nuclear systems. In our recent work, we introduced a hybrid method that combines sampling techniques with first-order sensitivity analysis to approximate the effects of uncertainty in parameters of a nuclear reactor simulation model. For elementary examples, the approach offers a substantial advantage (in precision, computational efficiency, or both) over classical methods of uncertainty quantification.

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