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Simultaneous alpha and gamma discrimination with a phoswich detector using a rise time method and an artificial neural network method
We used two digital methods—rise time discrimination (RTD) and an artificial neural network (ANN)—to simultaneously discriminate alpha particles and gamma rays detected by a phoswich detector (50 μm BC-400 coupled to 3 mm CsI(Tl)). The results for 10,000 pulses discriminated by the RTD method showed...
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Published in: | Applied radiation and isotopes 2019-12, Vol.154, p.108881-108881, Article 108881 |
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Main Authors: | , , , |
Format: | Article |
Language: | English |
Subjects: | |
Citations: | Items that this one cites Items that cite this one |
Online Access: | Get full text |
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Summary: | We used two digital methods—rise time discrimination (RTD) and an artificial neural network (ANN)—to simultaneously discriminate alpha particles and gamma rays detected by a phoswich detector (50 μm BC-400 coupled to 3 mm CsI(Tl)). The results for 10,000 pulses discriminated by the RTD method showed that the rise time distribution of the pulses is rather vast (between 200 and 800 ns for gamma rays and less than 40 ns for alpha particles). The same result was also observed in the dual-parameter diagram (pulse rise time versus area under the pulse) for an 241Am source. Then, as another approach, three pulse features—rise time, pulse height ratio, and charge ratio—were extracted from 2000 pulses to be used to train an ANN. The trained ANN was used to discriminate 10,000 pulses. By comparing the discrimination performed by these two methods, we concluded that the ANN method had much better performance. The spectroscopy results for 137Cs and 241Am sources in front of the detector also showed that the ANN method is suitable for discrimination.
•A phoswich detector was designed and assembled to simultaneously detect alpha particles and gamma rays.•Rise time discrimination and artificial neural network were used for simultaneous alpha-gamma discrimination.•The rise time distribution of the pulses is considerably different for discrimination of alpha particles and gamma rays.•Results of the ANN trained with 2000 pulses showed that it has much better discrimination performance than the RTD method.•Spectroscopy results for 137Cs and 241Am sources showed that the ANN method is suitable for discrimination. |
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ISSN: | 0969-8043 1872-9800 |
DOI: | 10.1016/j.apradiso.2019.108881 |