Detecting transients of unknown length

TitleDetecting transients of unknown length
Publication TypeConference Paper
Year of Publication2005
AuthorsWang, Z. J., and P. Willett
Conference NameAerospace Conference, 2005 IEEE
Pagination2236 -2247
Date Publishedmar.
Keywordslong-but-quiet signal, Page test, short-and-loud signal, signal detection, statistical testing, transients, transients detection, unknown transient changes
Abstract

For detection of a permanent and precisely-modeled change in distribution of iid (independent and identically distributed) observations, Page's test is optimal. When employed to detect a transient change in distribution, Page's test is easy to implement and, since it is a GLRT, it provides reliable performance. However, its application to unknown transient changes is less clear. The situation of interest in this manuscript is of a transient signal of unknown scale parameter: a fixed Page procedure tuned to a "short-and-loud" signal uses heavy biasing and low threshold, a combination ill-suited to a "long-but-quiet" signal. In this paper we offer an easy adaptive alternative to the standard Page: a Page test can be thought of as a repeated sequential test, and here we propose that each of this use a time-varying threshold - specifically one that increases. The idea is that the above short signals are detected quickly before post-termination data has a chance to refute them; and that evidence for a long signal is allowed to build, rather than being summarily discarded too early. The approach works remarkably well: its performance essentially traces the "envelope" of fixed/tuned Page tests

URLhttp://dx.doi.org/10.1109/AERO.2005.1559517
DOI10.1109/AERO.2005.1559517

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