A generalized orthonormal basis for linear dynamical systems
- 1 March 1995
- journal article
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Transactions on Automatic Control
- Vol. 40 (3) , 451-465
- https://doi.org/10.1109/9.376057
Abstract
In many areas of signal, system, and control theory, orthogonal functions play an important role in issues of analysis and design. In this paper, it is shown that there exist orthogonal functions that, in a natural way, are generated by stable linear dynamical systems and that compose an orthonormal basis for the signal space l/sub 2sup n/. To this end, use is made of balanced realizations of inner transfer functions. The orthogonal functions can be considered as generalizations of, for example, the pulse functions, Laguerre functions, and Kautz functions, and give rise to an alternative series expansion of rational transfer functions. It is shown how we can exploit these generalized basis functions to increase the speed of convergence in a series expansion, i.e., to obtain a good approximation by retaining only a finite number of expansion coefficients. Consequences for identification of expansion coefficients are analyzed, and a bound is formulated on the error that is made when approximating a system by a finite number of expansion coefficients.Keywords
This publication has 34 references indexed in Scilit:
- Parametric Signal Modelling using Laguerre FiltersThe Annals of Applied Probability, 1993
- Some asymptotic results in recursive identification using laguerre modelsInternational Journal of Adaptive Control and Signal Processing, 1991
- Laguerre methods andH∞identification of continuous-time systemsInternational Journal of Control, 1991
- Optimum Laguerre networks for a class of discrete-time systemsIEEE Transactions on Signal Processing, 1991
- Discrete normalized coprime factorizationPublished by Springer Nature ,1990
- System analysis and synthesis via orthogonal polynomial series and fourier seriesMathematics and Computers in Simulation, 1985
- Digital laguerre filtersInternational Journal of Circuit Theory and Applications, 1977
- Choice of the time-scaling factor for linear system approximations using orthonormal Laguerre functionsIEEE Transactions on Automatic Control, 1965
- The calculation of transients in dynamical systemsMathematical Proceedings of the Cambridge Philosophical Society, 1954
- Concerning Some Polynomials Orthogonal on a Finite or Enumerable Set of PointsAmerican Journal of Mathematics, 1938