TPC_CNN

Repository for neural networks for TPC signal analysis.

G.F. Fortino, J.C. Zamora, L.E. Tamayose et al.

Digital signal analysis based on convolutional neural networks for active target time projection chambers

Nuclear Instruments and Methods in Physics Research Section A: Accelerators, Spectrometers, Detectors and Associated Equipment 1031 (2022), p. 166497

https://doi.org/10.1016/j.nima.2022.166497

(If this project was helpful for your research, please cite this paper)

Requisites

Tensorflow >= 2.6

numpy

Models

There're three CNN models: one for the baseline removal, one for the deconvolution and one for the signal segmentation. Details in the paper. The repository still in construction but the models are available.