Euratom Research and Training in 2019: the Awards collection
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Table 2

Results of the proposed 3D-CNN for the classification and localisation of perturbation type and source location (i, j, k) with the corruption of input signals at SNR = 3 and SNR = 1.

Noise Train/Valid/Test (%) Classification Localisation 


    Accuracy (%) F1-score MAE MSE
No noise 70/15/15 99.89 ± 0.010 0.9311 ± 0.001 0.2902 ± 0.011 0.3072 ± 0.014
SNR = 3 70/15/15 99.85 ± 0.006 0.9231 ± 0.001 0.3456 ± 0.016 0.4905 ± 0.011
SNR = 1 70/15/15 99.81 ± 0.036 0.9225 ± 0.002 0.3709 ± 0.020 0.5185 ± 0.017