Euratom Research and Training in 2019: the Awards collection
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Table 4

Localisation of the coordinates of a vibrating fuel assembly (i, j), in the time-domain utilising the proposed LSTM architecture, under input signal corruption. Mean and standard deviation of 3 runs.

Noise Classification Localisation


  Accuracy (%) F1-Score MAE MSE
Clean signal 99.89 ± 0.396 0.9976 ± 0.003 1.0737 ± 0.006 2.3682 ± 0.065
SNR = 3 99.87 ± 0.032 0.9980 ± 0.001 1.1191 ± 0.008 2.7316 ± 0.006
SNR = 1 99.46 ± 0.318 0.9962 ± 0.004 1.2304 ± 0.102 3.2340 ± 0.612