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Sensitivity Analysis of Uncertain Dynamic Systems...
Journal article

Sensitivity Analysis of Uncertain Dynamic Systems Using Set-Valued Integration

Abstract

We present an extension of set-valued integration to enable efficient sensitivity analysis of parameter-dependent ordinary differential equation (ODE) systems, using both the forward and adjoint methods. The focus is on continuous-time set-valued integration, whereby auxiliary ODE systems are derived whose solutions describe high-order inclusions of the parametric trajectories in the form of polynomial models. The forward and adjoint auxiliary …

Authors

Perić ND; Villanueva ME; Chachuat B

Journal

SIAM Journal on Scientific Computing, Vol. 39, No. 6, pp. a3014–a3039

Publisher

Society for Industrial & Applied Mathematics (SIAM)

Publication Date

January 2017

DOI

10.1137/16m1102719

ISSN

1064-8275