DocumentCode
1806126
Title
Detecting an abrupt change of finite duration
Author
Guepie, B.K. ; Fillatre, Lionel ; Nikiforov, Igor
Author_Institution
ICD, Univ. de Technol. de Troyes (UTT), Troyes, France
fYear
2012
fDate
4-7 Nov. 2012
Firstpage
1930
Lastpage
1934
Abstract
This paper addresses the detection of a suddenly arriving signal of finite duration. In contrast to the traditional abrupt change detection framework where the post-change period is assumed to be infinitely long, the detection of a suddenly arriving short signal should be done before it disappears. Hence, the maximum delay for detection should be upper bounded and the traditional quickest change detection criterion is compromised. The new proposed optimality criterion promotes the maximization of the signal detection probability provided that the detection delay and the false alarm rate are upper bounded. A suboptimal detection algorithm based on a window limited cumulative sum test with a variable threshold is offered. The proposed method is analyzed theoretically and by simulation in case of Gaussian observations. A finite variable threshold is necessary to optimize the proposed algorithm which outperforms the conventional CUSUM test. It is shown that the resulting algorithm coincides with the finite moving average one.
Keywords
Gaussian processes; probability; signal detection; Gaussian observations; abrupt change detection framework; detection delay; false alarm rate; finite duration; finite variable threshold; maximum delay; optimality criterion; post-change period; quickest change detection criterion; signal detection probability; suboptimal detection algorithm; window limited cumulative sum test;
fLanguage
English
Publisher
ieee
Conference_Titel
Signals, Systems and Computers (ASILOMAR), 2012 Conference Record of the Forty Sixth Asilomar Conference on
Conference_Location
Pacific Grove, CA
ISSN
1058-6393
Print_ISBN
978-1-4673-5050-1
Type
conf
DOI
10.1109/ACSSC.2012.6489375
Filename
6489375
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