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. 2025 Aug 22;15:30901. doi: 10.1038/s41598-025-16454-y

Table 4.

Accuracy of the LSTM model for data reconstruction.

Period Accuracy
Training

2008/2 to 2012/2;

2014/3 to 2020/12

RMSE 6.88 × 10–3
R2 0.99
Testing

2012/3 to 2014/4;

2021/1 to 2023/6

RMSE 5.36 × 10–1
R2 0.69