Abstract
We consider the problem of constructing suboptimal filters (lower-order optimal filters, i.e., filters for linear vector functionals of the system state vector) for stochastic multivariable multicriteria plants. The method for constructing such filters is presented in the Luenberger canonical basis. Using a numerical example of a seventh-order system, we show that the proposed approach improves the optimality of filters compared to filters based on scalar observers.
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REFERENCES
Korovin, S.K. and Fomichev, V.V., Nablyudateli sostoyaniya dlya lineinykh sistem s neopredelennost’yu (State Observers for Linear Systems with Uncertainty), Moscow: Fizmatlit, 2007.
Fomichev, V.V. and Kamenshchikov, M.A., Comparative analysis of optimal filters of the second and third order for continuous-time systems, Differ. Equations, 2021, vol. 57, no. 11, pp. 1546–1554.
Kamenshchikov, M.A., Transfer functions of optimal filters with different dynamical orders for discrete systems, Vestn. Mosk. Univ. Ser. 15. Vychisl. Math. Kibern., 2021, no. 2, pp. 19–28.
Kamenshchikov, M., Conditions for existence of second-order and third-order filters for discrete systems with additive noises, Mathematics, 2022, vol. 10, no. 3, p. 370.
Luenberger, D., Canonical forms for linear multivariable systems, IEEE Trans. Autom. Contr., 1967, vol. 12, no. 3, pp. 290–293.
Kamenshchikov, M.A. and Kapalin, I.V., Method of optimal functional filter synthesis for linear time-invariant stochastic systems, Vestn. Mosk. Univ. Ser. 15. Vychisl. Math. Kibern., 2018, no. 4, pp. 19–26.
Darouach M. and Fernando T., Functional detectability and asymptotic functional observer design, IEEE Trans. Autom. Contr., Early Access, 16 February 2022.
O’Reilly, J., Observers for Linear Systems, London: Academic Press, 1983.
Kwakernaak, H. and Sivan, R., Linear Optimal Control Systems, Hoboken: Wiley-Interscience, 1972. Translated under the title: Lineinye optimal’nye sistemy upravleniya, Moscow: Mir, 1977.
Saberi, A., Stoorvogel, A.A., and Sannuti, P., Filtering Theory. With Applications to Fault Detection, Isolation, and Estimation, Basel: Springer, 2007.
Tsypkin, Ya.Z., Teoriya lineinykh impul’snykh sistem (Theory of Linear Impulse Systems), Moscow: Fizmatlit, 1963.
Nocedal, J. and Wright, S., Numerical Optimization, New York: Springer, 2006.
Funding
This work was supported by the Ministry of Science and Higher Education of the Russian Federation within the framework of the program of the Moscow Center for Fundamental and Applied Mathematics under agreement no. 075-15-2022-284 and by the Russian Foundation for Basic Research, project nos. 20-37-90065-Postgraduates and 20-08-00073-A.
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Translated by V. Potapchouck
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Fomichev, V.V., Kamenshchikov, M.A. Synthesis of Suboptimal Filters for Multivariable Multicriteria Discrete Systems. Diff Equat 58, 1097–1104 (2022). https://doi.org/10.1134/S0012266122080109
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DOI: https://doi.org/10.1134/S0012266122080109