Non-negative Matrix Factorization of Gamma-ray Spectra for Background Modeling, Detection, and Source Identification

IEEE Transactions on Nuclear Science(2019)

引用 18|浏览24
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摘要
Radiological source search is a challenge involving the detection, identification, and localization of weak sources within background environments that vary both spatially and temporally. In this paper, a method for simultaneously detecting and identifying gamma-ray sources using background models formed from spectral data is described. Non-negative matrix factorization (NMF) is used to generate l...
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关键词
Gamma-rays,Mathematical model,Principal component analysis,Anomaly detection,Hyperspectral imaging,Dimensionality reduction,Arrays
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