Abstract
A new method of balancing, called stochastic balancing, has recently been introduced. This paper focuses on the stability aspects of the associated stochastic model reduction scheme. It is shown that in both the continuous-time and discrete-time cases the reduced order model is asymptotically stable and dissipative. Further it is shown that in the continuous-time case the reduced order model is minimal.
This work was supported in part by ARO Grant DAAG29-79-C-0054 and JSEP Grant F44620-71-C-06067.
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References
U.B. Desai & D. Pal, "A realization approach to stochastic model reductions and balanced stochastic realizations," Proc. 16th Annual Conf. on Information Sciences and Systems, Princeton University, Princeton, NJ, 1982.
Pernebo & L.M. Silverman, "Model reduction via balanced state space representation," IEEE Trans. on Automatic Control, Vol. AC-27, pp. 382–387, 1982.
P. Faurre, "Stochastic realization algorithms," in System Identification: Advances and Case Studies (Eds. R.K. Mehra & D.G. Lainiotis), Academic Press, New York, 1976.
P. Faurre & J.P. Marmorat, "Un algorithme de realisation stochastique," C.R. Acad. Sci., Paris, T.268, Serie A, April 1969, pp. 978–981.
F. Germain, "Algorithmes continus de calcul de realisations markoviennes, cas singulier et stabilite," Rapport Laboria No. 66, April 1974.
A. Lindquist & G. Picci, "On the stochastic realization problem," SIAM J. Optimal Control, Vol. 17, pp. 365–389, 1979.
B.D.O. Anderson & S. Vongpanitlerd, Network Analysis and Synthesis," Prentice-Hall, Englewood Cliffs, NJ, 1973.
T. Kailath, "A view of three decades of linear filtering theory," IEEE IT, Vol. IT-20, pp. 146–181, March 1974.
H. Kwakernaak & R. Sivan, "Linear Optimal Control Systems," Wiley-Interscience, 1972.
G.S. Sidhu & U.B. Desai, "New smoothing algorithms based on reversed-time lumped models," IEEE Trans. on Automatic Control, Vol. AC-21, pp. 538–541, 1976.
J.M. Mendel & S. Kung, "Computer Programs for Wavelet Modeling," Department of Electrical Engineering, University of Southern California, Geosignal Processing Program Report, May 1981.
E.A. Jonckheere & L.M. Silverman, "A new set of invariants for linear systems — application to reduced order compensator design," to appear in the June 1983 issue of IEEE Trans. on Automatic Control.
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Harshavardhana, P., Jonckheere, E.A., Silverman, L.M. (1984). Stochastic balancing and approximation-stability and minimality. In: Fuhrmann, P.A. (eds) Mathematical Theory of Networks and Systems. Lecture Notes in Control and Information Sciences, vol 58. Springer, Berlin, Heidelberg. https://doi.org/10.1007/BFb0031070
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DOI: https://doi.org/10.1007/BFb0031070
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