Euratom Research and Training in 2019: the Awards collection
Open Access

Table 1

Results of the proposed 3D-CNN for the classification and localisation of perturbation type and source location (i, j, k). Mean and standard deviation of 3 runs.

Sensors Train/Valid/Test (%) Classification Localisation 


    Accuracy (%) F1-score MAE MSE
All 70/15/15 99.94 ± 0.051 0.9344 ± 0.004 0.1435 ± 0.011 0.0342 ± 0.008
48 In-Core 70/15/15 99.89 ± 0.010 0.9311 ± 0.001 0.2902 ± 0.011 0.3072 ± 0.014
48 In-Core 25/15/60 99.68 ± 0.025 0.9149 ± 0.002 0.3978 ± 0.017 0.6407 ± 0.052
48 In-Core 15/25/60 99.56 ± 0.061 0.9141 ± 0.003 0.4858 ± 0.017 0.7727 ± 0.006