DocumentCode :
913514
Title :
Information rates of Wiener processes
Author :
Berger, Toby
Volume :
16
Issue :
2
fYear :
1970
fDate :
3/1/1970 12:00:00 AM
Firstpage :
134
Lastpage :
139
Abstract :
Rate distortion functions are calculated for time discrete and time continuous Wiener processes with respect to the mean squared error criterion. In the time discrete case, we find the interesting result that, for 0 \\leq D \\leq \\sigma ^2 /4 , R(D) for the Wiener process is identical to R(D) for the sequence of zero mean independent normally distributed increments of variance sigma^2 whose partial sums form the Wiener process. In the time continuous case, we derive the explicit formula R(D) = 2 \\sigma ^2 / ( \\pi^2 D) , where \\sigma ^2 is the variance of the increment daring a one-second interval. The resuiting R(D) curves are compared with the performance of an optimum integrating delta modulation system. Finally, by incorporating a delta modulation scheme in the random coding argument, we prove a source coding theorem that guarantees our R(D) curves are physically significant for information transmission purposes even though Wiener processes are nonstationary.
Keywords :
Rate-distortion theory; Wiener processes; Delta modulation; Distortion measurement; Encoding; Extraterrestrial measurements; Information rates; Probability; Q measurement; Random variables; Rate-distortion; Source coding;
fLanguage :
English
Journal_Title :
Information Theory, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9448
Type :
jour
DOI :
10.1109/TIT.1970.1054423
Filename :
1054423
Link To Document :
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