DocumentCode :
797980
Title :
Best least-squares representation of signals by exponentials
Author :
Mcdonough, R.N. ; Huggins, W.H.
Author_Institution :
Bell Telephone Laboratories, Inc., Whippany, NJ, USA
Volume :
13
Issue :
4
fYear :
1968
fDate :
8/1/1968 12:00:00 AM
Firstpage :
408
Lastpage :
412
Abstract :
In this paper the approximation of a given real time function over (0, \\infty ) by a linear combination of a given number n of exponentials is considered, such that the integrated squared error is minimized over both the n coefficients of the linear combination and the n exponents used. The usual necessary condition for stationarity of the integrated squared error leads to a set of 2n simultaneous equations, nonlinear in the exponents. This condition is interpreted in the geometric language of abstract vector spaces, and an equivalent condition involving only the exponents, with the coefficients suppressed, is developed. It is next indicated how this latter condition can be applied to signals which are not known analytically, but only, for example, as voltages recorded on magnetic tape, or as a table of sampled values. The condition still in effect requires solution of nonlinear algebraic equations, and a linear iterative method is proposed for this purpose. Finally, the procedure is illustrated with a simple example.
Keywords :
Least-squares approximation; Electrostatic precipitators; Iterative methods; Laboratories; Laplace equations; Magnetic analysis; Nonlinear equations; Signal analysis; Speech analysis; Vectors; Voltage;
fLanguage :
English
Journal_Title :
Automatic Control, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9286
Type :
jour
DOI :
10.1109/TAC.1968.1098950
Filename :
1098950
Link To Document :
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