Title :
Fuzzy-Logic Radioisotope Identifier for Gamma Spectroscopy in Source Search
Author :
Alamaniotis, M. ; Heifetz, Alexander ; Raptis, Apostolos C. ; Tsoukalas, L.H.
Author_Institution :
Appl. Intell. Syst. Lab., Purdue Univ., West Lafayette, IN, USA
Abstract :
Detection and identification of radioactive nuclear materials in urban searches can be fully performed with a portable gamma ray detector-spectrometer. Due to limited acquisition time and, as a consequence, low signal to noise ratio (SNR), development of fast and accurate real-time radioisotope identifier (RIID) algorithms is essential for automated source detection. In this paper, we evaluate the performance of fuzzy logic real-time radioisotope identification (FL-RIID) in several urban search scenarios. FL-RIID performance is tested on a database of searches consisting of injections of synthetic sources into experimental nuclear background spectra, acquired in one-second time intervals with a moving sodium iodide (NaI) gamma radiation detector-spectrometer. Performance of FL-RIID is benchmarked against that of maximum-likelihood (ML) fitting method. Demonstrated advantages of FL-RIID over ML in search applications include lower false alarm rate and faster execution time.
Keywords :
gamma-ray detection; gamma-ray spectrometers; gamma-ray spectroscopy; FL-RIID performance; NaI; RIID algorithms; automated source detection; experimental nuclear background spectra; false alarm rate; fuzzy logic real-time radioisotope identification; gamma spectroscopy; low signal-to-noise ratio; maximum-likelihood fitting method; portable gamma ray detector-spectrometer; radioactive nuclear materials; real-time radioisotope identifier; sodium iodide gamma radiation detector-spectrometer; synthetic source injections; urban search scenarios; Feature extraction; Fuzzy logic; Fuzzy sets; Isotopes; Libraries; Radioactive materials; Spectroscopy; Fuzzy logic; maximum likelihood fitting; nuclear detection; radioisotope identifier; source search;
Journal_Title :
Nuclear Science, IEEE Transactions on
DOI :
10.1109/TNS.2013.2265307