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Development of pulse shape algorithms for discrimination between gamma and X-ray radiation pulses
Mohamed S El Tokhy1, Imbaby I Mahmoud1
1Engineering Department, NRC, Atomic Energy Authority, Inshas, Egypt.
Journal of X-Ray Science and Technology
|August 29, 2018
Summary
This study developed algorithms to distinguish gamma and X-ray pulses in spectrometers. The peak shape algorithm offers speed, while the Artificial Neural Network (ANN) provides high accuracy in noisy conditions.
Area of Science:
- Nuclear instrumentation
- Signal processing
- Spectroscopy
Background:
- Gamma spectrometers can be influenced by X-ray pulses, necessitating pulse shape discrimination (PSD).
- Accurate differentiation between gamma and X-ray pulses is crucial for reliable spectrometer applications.
Purpose of the Study:
- To propose and evaluate algorithms for eliminating X-ray pulse influence in gamma spectrometers.
- To compare the performance of various PSD algorithms based on accuracy, speed, and environmental robustness.
Main Methods:
- Algorithms evaluated include curve fitting (CF), artificial neural network (ANN), system identification, peak shape, amplitude search with curve fitting, and pulse tracking.
- Data acquired using NaI(Tl) and Si(Li) detectors for gamma and X-ray pulses, respectively.
- Performance metrics included residuals, fitting error, and processing time.
Main Results:
- The peak shape algorithm demonstrated superior computational speed.
- The ANN algorithm, utilizing Bispectrum features, achieved 100% accuracy in noisy environments.
- The system identification algorithm yielded zero fitting error in clean environments.
Conclusions:
- Developed algorithms effectively differentiate gamma and X-ray pulses for improved spectrometer design.
- Algorithm selection depends on application-specific requirements for speed, accuracy, and environmental conditions.
- These PSD techniques enhance spectrometer applicability across diverse operational settings.
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