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. 2026 Aug 6;16:24317. doi: 10.1038/s41598-026-56105-4

Table 2.

Comparison of model performance under different configurations, highlighting the impact of applying smoothing filters.

Result Model RMSE MSE MAE Inline graphic MAPE
Without filter CNN 9.301 86.503 2.419 0.830 90.85
LSTM 10.804 116.728 2.861 0.77 90.53
Kalman filter CNN 9.669 93.484 2.504 0.816 90.64
LSTM 11.943 142.63 3.308 0.719 90.09
Savitzky-Golay CNN 8.789 77.253 2.262 0.848 92.22
LSTM 11.409 130.159 3.159 0.744 91.08