Quickest Detection of Intermittent Signals With Application to Vision-Based Aircraft Detection

In this brief, we consider the problem of quickly detecting changes in an intermittent signal that can (repeatedly) switch between a normal and an anomalous state. We pose this intermittent signal detection (ISD) problem as an optimal stopping problem and establish a quickest ISD rule with a thresho...

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Veröffentlicht in:IEEE transactions on control systems technology 2019-11, Vol.27 (6), p.2703-2710
Hauptverfasser: James, Jasmin, Ford, Jason J., Molloy, Timothy L.
Format: Artikel
Sprache:eng
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Zusammenfassung:In this brief, we consider the problem of quickly detecting changes in an intermittent signal that can (repeatedly) switch between a normal and an anomalous state. We pose this intermittent signal detection (ISD) problem as an optimal stopping problem and establish a quickest ISD rule with a threshold structure. We develop bounds to characterize the performance of our ISD rule and establish a new filter for estimating its detection delays. Finally, we examine the performance of our ISD rule in both a simulation study and an important vision-based aircraft detection application where the ISD rule demonstrates improvements in detection range and false alarm rates relative to the current state-of-the-art aircraft detection techniques.
ISSN:1063-6536
1558-0865
DOI:10.1109/TCST.2018.2872468