2000 · 118 citations · 18 references
Natural SciencesComputational EngineeringMathematicsDynamical SystemsSystems AnalysisSystems ModelingApproximation MethodsNonlinear DynamicsReduced-order ModelingSmall-signal AnalysisSystem IdentificationSystems Of Differential EquationsFrequency-dependent EffectsModel ReductionNonlinear EffectsNonlinear SystemsProjection-based Model ReductionRational Approximation TheoryVolterra Series AnalysisVolterra Theory
In this paper we present a generalization of popular linear model reduction methods, such as Lanczos- and Arnoldi-based algorithms based on rational approximation, to systems whose response to interesting external inputs can be described by a few terms in a functional series expansion such as a Volterra series. The approach allows automatic generation of macromodels that include frequency-dependent nonlinear effects.
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