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An Operator Perspective on Signals and Systems (Hardcover, 2010 ed.)
Loot Price: R3,639
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An Operator Perspective on Signals and Systems (Hardcover, 2010 ed.)
Series: Linear Operators and Linear Systems, 204
Expected to ship within 10 - 15 working days
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In this monograph, we combine operator techniques with state space
methods to solve factorization, spectral estimation, and
interpolation problems arising in control and signal processing. We
present both the theory and algorithms with some Matlab code to
solve these problems. A classical approach to spectral
factorization problems in control theory is based on Riccati
equations arising in linear quadratic control theory and Kalman
?ltering. One advantage of this approach is that it readily leads
to algorithms in the non-degenerate case. On the other hand, this
approach does not easily generalize to the nonrational case, and it
is not always transparent where the Riccati equations are coming
from. Operator theory has developed some elegant methods to prove
the existence of a solution to some of these factorization and
spectral estimation problems in a very general setting. However,
these techniques are in general not used to develop computational
algorithms. In this monograph, we will use operator theory with
state space methods to derive computational methods to solve
factorization, sp- tral estimation, and interpolation problems. It
is emphasized that our approach is geometric and the algorithms are
obtained as a special application of the theory. We will present
two methods for spectral factorization. One method derives al-
rithms based on ?nite sections of a certain Toeplitz matrix. The
other approach uses operator theory to develop the Riccati
factorization method. Finally, we use isometric extension
techniques to solve some interpolation problems.
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