January 2019

Journal

Network Detection of Radiation Sources Using Localization-Based Approaches

By:
Wu, Chase; Berry, M.; Grieme, M.; Sen, Satyabrata ; Rao, Nageswara S; Brooks, Richard; Cordone, G.
Journal Name:
IEEE Transactions on Industrial Informatics
Page Number:
2308-2320
Volume:
15
Issue Number:
4
Publication Date:
January 2019
View DOI Listing:
https://doi.org/10.1109/TII.2019.2891253

Abstract

Radiation source detection is an important problem in homeland security-related applications. Deploying a network of detectors is expected to provide improved detection due to the combined, albeit dispersed, capture area of multiple detectors. Recently, localization-based detection algorithms provided performance gains beyond the simple “aggregated” area as a result of localization being enabled by the networked detectors. We propose the following three localization-based detection approaches: 1) source-attractor radiation detection (SRD); 2) triangulation-based radiation source detection (TriRSD); and 3) the ratio of square distance-based radiation source detection (ROSD-RSD). We use canonical datasets from Domestic Nuclear Detection Office's intelligence radiation sensors systems tests to assess the performance of these methods. Extensive results illustrate that SRD outperforms TriRSD and ROSD-RSD, and other existing detection algorithms based on the sequential probability ratio test and maximum likelihood estimation in terms of both false alarm and detection rates.


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