Pulses from scintillators and Python code to synthetize new pulses with GANs
- Citation Author(s):
-
Alberto Regadio (INTA - Instituto Nacional De Tecnica Aeroespacial)
- Submitted by:
- Alberto Regadio
- Last updated:
- DOI:
- 10.21227/b96a-ay81
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Abstract
To address the possible lack or total absence of pulses from particle detectors during the development of its associate electronics, we propose a model that can generate them without losing the features of the real ones. This model is based on artificial neural networks, namely Generative Adversarial Networks (GAN). This dataset contains the pulses of Na-22 and Cs-137 and the Python code to generate new synthetic pulses.
Instructions:
1. Extract both "source1.zip" and "ganpulses.zip" into the same directory.
2. If desired, adjust the parameters of the Python code (GANPULSES.PY).
3. Run the Python code.
