Performance of a fisher linear discriminant analysis gamma-ray identification algorithm
dc.contributor.author | Boardman, DA | en_AU |
dc.contributor.author | Flynn, A | en_AU |
dc.date.accessioned | 2015-09-28T05:44:33Z | en_AU |
dc.date.available | 2015-09-28T05:44:33Z | en_AU |
dc.date.issued | 2013-04-11 | en_AU |
dc.date.statistics | 2015-09-15 | en_AU |
dc.description.abstract | The development of a gamma-ray identification algorithm based on a Fisher Linear Discriminant Analysis (FLDA) approach has previously shown high potential in count starved situations. This work uses 48,000 semi-empirical synthetic spectra to evaluate the algorithm performance over a broad range of dose rates and acquisition times. True positive identifications of 100% were typically seen for dose rates ≥ 0.05 μSv/h and acquisition times ≥10 s. For in air and shielded radionuclide spectra, no false alarms were observed for dose rates ≥ 0.01 μSv/h and acquisition times ≥10 s. The single radionuclide identification performance typically exceeded the ANSI 42.34 standard by a factor of 10 for dose rate and a factor of 10 for acquisition time. The evaluated shielded signatures had no detrimental effects to the identification performance. The correct identification of HEU masked by a 0.5 μSv/h 40K or 60Co source could typically be made for a masking ratio of 10:1 for acquisition times ≥ 1 s. For masking with a 0.5 μSv/h 137Cs source, HEU could be identified at 7:1 ratios for times ≥10 s. The excellent results were obtained for a non-optimal identification threshold. Optimization of the threshold would lead to further performance improvements. © 2013, Institute of Electrical and Electronics Engineers (IEEE). | en_AU |
dc.identifier.citation | Boardman, D., & Flynn, A. (2013). Performance of a fisher linear discriminant analysis gamma-ray identification algorithm. IEEE Transactions on Nuclear Science, 60(2), 482-489. doi:10.1109/TNS.2012.2225445 | en_AU |
dc.identifier.govdoc | 6070 | en_AU |
dc.identifier.issn | 0018-9499 | en_AU |
dc.identifier.issue | 2 | en_AU |
dc.identifier.journaltitle | IEEE Transactions on Nuclear Science | en_AU |
dc.identifier.pagination | 482-489 | en_AU |
dc.identifier.uri | http://dx.doi.org/10.1109/TNS.2012.2225445 | en_AU |
dc.identifier.uri | http://apo.ansto.gov.au/dspace/handle/10238/6225 | en_AU |
dc.identifier.volume | 60 | en_AU |
dc.language.iso | en | en_AU |
dc.publisher | Institute of Electrical and Electronics Engineers (IEEE) | en_AU |
dc.subject | Radioisotopes | en_AU |
dc.subject | Spectroscopy | en_AU |
dc.subject | Algorithms | en_AU |
dc.subject | Dose rates | en_AU |
dc.subject | Radiation detectors | en_AU |
dc.subject | IAEA | en_AU |
dc.title | Performance of a fisher linear discriminant analysis gamma-ray identification algorithm | en_AU |
dc.type | Journal Article | en_AU |
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