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Black-box modeling of passive systems by rational function approximation
35
Citations
11
References
2005
Year
Numerical AnalysisNonlinear System IdentificationPade ApproximantRational Interpolation ApproachEngineeringOrthogonal PolynomialsOrthogonal PolynomialValidated NumericsNumerical ComputationPassive SystemsRational Function ApproximationNumerical StabilityApproximation TheorySystem DynamicStability
In this paper, a rational interpolation approach is used to approximate the transfer function of passive systems characterized by sampled data. Orthogonal polynomials are used to improve the numerical stability of the ill-conditioned Vandermonde-like interpolation matrix associated with the ordinary power series. First, the poles of the system are obtained by efficiently and accurately transforming the coefficients of the orthogonal polynomials to the ordinary power series using Clenshaw's recurrence algorithm. Then, the residues are solved in real or in complex conjugate pairs to insure a physically realizable system. Finally, the passivity of the system is enforced by applying certain constraints on the poles and residues of the system. The performances of the three most common orthogonal polynomials, Legendre and Chebyshev of the first and second kinds, are also compared to that of the power series.
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