Research Article
Processing Method of Missing Data in Dam Safety Monitoring
Table 3
Results of missing data processing for TCN11 by different methods.
| | Date | True value (mm) | PDS-FCM (mm) | LSTM (mm) | PDS-FCM-LSTM (mm) |
| | 2016/10/27 | 26.36 | 29.19 | 29.26 | 26.47 | | 2016/11/3 | 26.53 | 29.30 | 29.90 | 26.51 | | 2016/11/11 | 26.45 | 29.43 | 29.48 | 26.43 | | 2016/11/17 | 26.20 | 28.92 | 28.51 | 26.40 | | 2016/11/24 | 25.79 | 28.43 | 28.29 | 26.14 | | 2016/12/1 | 25.40 | 27.81 | 27.96 | 25.93 | | 2016/12/8 | 25.19 | 27.53 | 27.67 | 25.63 | | 2016/12/15 | 25.18 | 27.62 | 27.60 | 25.31 | | 2016/12/22 | 25.16 | 27.61 | 27.41 | 25.13 | | 2016/12/29 | 25.28 | 27.74 | 27.00 | 24.99 | | 2017/1/5 | 25.40 | 28.19 | 26.65 | 24.81 | | 2017/1/13 | 25.40 | 28.26 | 26.47 | 24.72 | | 2017/1/19 | 25.28 | 27.80 | 26.35 | 24.65 | | 2017/1/23 | 25.14 | 27.61 | 26.45 | 24.56 | | 2017/2/3 | 23.55 | 25.18 | 26.50 | 24.26 | | 2017/2/9 | 23.01 | 24.33 | 25.63 | 23.88 | | 2017/2/16 | 22.64 | 23.74 | 25.20 | 23.12 | | 2017/2/23 | 21.93 | 22.89 | 24.85 | 22.51 | | 2017/3/1 | 21.75 | 22.28 | 24.28 | 22.53 | | 2017/3/9 | 21.48 | 22.13 | 23.51 | 22.67 | | 2017/3/16 | 21.26 | 21.87 | 22.65 | 22.40 | | 2017/3/23 | 20.74 | 21.05 | 23.03 | 22.32 | | 2017/3/29 | 20.43 | 20.50 | 21.75 | 21.99 |
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