Abstract
We consider dynamical systems modelling linear electric circuits. Physical parameters are replaced by random variables for an uncertainty quantification. The random process satisfying the dynamical system exhibits an expansion into a series with orthonormal basis polynomials. We apply quadrature formulas to determine an approximation of the unknown coefficient functions. The separate systems for the different nodes of a quadrature rule are reinterpreted as a single large system to enable a potential for model order reduction. For comparison, the stochastic Galerkin method is also investigated for the same problem. We focus on balanced truncation techniques for a reduction of the state space in the large systems. Numerical results are presented using a band pass filter.
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Antoulas, A.C.: Approximation of Large-Scale Dynamical Systems. SIAM, Philadelphia (2005)
Benner, P., Schneider, A.: Balanced truncation model order reduction for LTI systems with many inputs or outputs. In: Proceedings of the 19th International Symposium on Mathematical Theory of Networks and Systems, MTNS 2010, pp. 1971–1974, Budapest, 5–9 July 2010
Benner, P., Hinze, M., ter Maten, E.J.W. (eds.): Model Reduction for Circuit Simulation. Springer, Dordrecht (2011)
Gerstner, T., Griebel, M.: Numerical integration using sparse grids. Numer. Algorithms 18, 209–232 (1998)
Günther, M., Feldmann, U.: CAD based electric circuit modeling in industry I: mathematical structure and index of network equations. Surv. Math. Ind. 8, 97–129 (1999)
Ionutiu, R., Lefteriu, S., Antoulas, A.C.: Comparison of model reduction methods with applications to circuit simulation. In: Ciuprina, G., Ioan, D. (eds.) Scientific Computing in Electrical Engineering SCEE 2006. Mathematics in Industry, vol. 11, pp. 3–24. Springer, Berlin/Heidelberg (2007)
Kessler, R.: Aufstellen und numerisches Lösen von Differential-Gleichungen zur Berechnung des Zeitverhaltens elektrischer Schaltungen bei beliebigen Eingangs-Signalen. Online document. http://www.home.hs-karlsruhe.de/~kero0001/aufst6/AufstDGL6hs.html (2014). Cited 9 Sep 2014
Pulch, R.: Polynomial chaos for linear differential algebraic equations with random parameters. Int. J. Uncertain. Quantif. 1, 223–240 (2011)
Pulch, R.: Stochastic collocation and stochastic Galerkin methods for linear differential algebraic equations. J. Comput. Appl. Math. 262, 281–291 (2014)
Pulch, R., ter Maten, E.J.W.: Stochastic Galerkin methods and model order reduction for linear dynamical systems. Int. J. Uncertain. Quantif. 5, 255– 273 (2015)
Sonday, B.E., Berry, R.D., Najm, H.N., Debusschere, B.J.: Eigenvalues of the Jacobian of a Galerkin-projected uncertain ODE system. SIAM J. Sci. Comput. 33, 1212–1233 (2011)
Stroud, A.: Approximate Calculation of Multiple Integrals. Prentice Hall, Englewood Cliffs (1971)
Xiu, D.: Numerical Methods for Stochastic Computations: A Spectral Method Approach. Princeton University Press, Princeton (2010)
Xiu, D., Hesthaven, J.S.: High order collocation methods for differential equations with random inputs. SIAM J. Sci. Comput. 27, 1118–1139 (2005)
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Pulch, R. (2016). Model Order Reduction for Stochastic Expansions of Electric Circuits. In: Bartel, A., Clemens, M., Günther, M., ter Maten, E. (eds) Scientific Computing in Electrical Engineering. Mathematics in Industry(), vol 23. Springer, Cham. https://doi.org/10.1007/978-3-319-30399-4_22
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DOI: https://doi.org/10.1007/978-3-319-30399-4_22
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