DocumentCode :
1215132
Title :
Quickest detection of an abrupt change in a random sequence with finite change-time
Author :
Liu, Yong ; Blostein, Steven D.
Author_Institution :
Dept. of Electr. Eng., Queen´´s Univ., Kingston, Ont., Canada
Volume :
40
Issue :
6
fYear :
1994
fDate :
11/1/1994 12:00:00 AM
Firstpage :
1985
Lastpage :
1993
Abstract :
This paper proposes a new procedure for quickest detection of an abrupt change in a random sequence, where a change is known to occur with probability one. Applications include on-line speech segmentation, edge detection in image processing, and communications channel monitoring. In contrast to Shiryayev´s (1963) problem formulation, prior knowledge of a change-time distribution is not required. The optimality criterion considered is similar to Shiryayev´s, except that the expected delay is to be minimized subject to both overall false alarm probability and false alarm average run length constraints under this criterion, theoretical study shows that the new procedure approximates an optimal but unrealizable Bayesian procedure, particularly for small signal changes or for low probability of false alarm. Simulations confirm that under such conditions, the new procedure compares favorably with Page´s (1954) CUSUM, an optimized moving-window fixed-sample-size (FSS) procedure, and a special ease of the Girshick-Rubin-Shiryayev (1952) procedure
Keywords :
probability; random processes; sequences; signal detection; Bayesian procedure; CUSUM; abrupt change detection; change-time distribution; communications channel monitoring; edge detection; false alarm average run length constraints; false alarm probability; finite change-time; fixed-sample-size procedure; image processing; on-line speech segmentation; optimality criterion; random sequence; simulations; Bayesian methods; Communication channels; Constraint theory; Delay; Image edge detection; Image processing; Image segmentation; Monitoring; Random sequences; Speech processing;
fLanguage :
English
Journal_Title :
Information Theory, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9448
Type :
jour
DOI :
10.1109/18.340471
Filename :
340471
Link To Document :
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