DocumentCode :
941637
Title :
Robust prediction of band-limited signals from past samples (Corresp.)
Author :
Brown, J.L., Jr. ; Morean, O.
Volume :
32
Issue :
3
fYear :
1986
fDate :
5/1/1986 12:00:00 AM
Firstpage :
410
Lastpage :
412
Abstract :
For a complex-valued deterministic signal of finite energy band-limited to the normalized frequency band |w| \\leq \\pi explicit coefficients {a_{kn}} are found such that for any T satisfying 0 < T \\leq 1/2 , \\left| f(t)-\\sum ^{2n}_{k=1}a_{kn}f(t - kT)\\right| \\leq E_{f}\\cdot \\beta ^{n} where E_{f} is the signal energy and \\beta \\doteq 0.6863 . Thus the estimate of f(t) in terms of 2n past samples taken at a rate equal to or in excess of twice the Nyquist rate converges uniformly at a geometric rate to f(t) on (- \\infty , \\infty ) . The suboptimal coefficients {a_{kn}} have the desirable property of being pure numbers independent of both the particular band-limited signal and of the selected sampling rate 1/T . It is also shown that these same coefficients can be used to estimate the value of x(t) of a wide-sense stationary random process in terms of past samples.
Keywords :
Prediction methods; Robustness; Autocorrelation; Bandwidth; Computer aided software engineering; Equations; Frequency; Parameter estimation; Random processes; Robustness; Signal processing; Signal sampling;
fLanguage :
English
Journal_Title :
Information Theory, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9448
Type :
jour
DOI :
10.1109/TIT.1986.1057179
Filename :
1057179
Link To Document :
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