Research Article

Processing Method of Missing Data in Dam Safety Monitoring

Table 3

Results of missing data processing for TCN11 by different methods.

DateTrue value (mm)PDS-FCM (mm)LSTM (mm)PDS-FCM-LSTM (mm)

2016/10/2726.3629.1929.2626.47
2016/11/326.5329.3029.9026.51
2016/11/1126.4529.4329.4826.43
2016/11/1726.2028.9228.5126.40
2016/11/2425.7928.4328.2926.14
2016/12/125.4027.8127.9625.93
2016/12/825.1927.5327.6725.63
2016/12/1525.1827.6227.6025.31
2016/12/2225.1627.6127.4125.13
2016/12/2925.2827.7427.0024.99
2017/1/525.4028.1926.6524.81
2017/1/1325.4028.2626.4724.72
2017/1/1925.2827.8026.3524.65
2017/1/2325.1427.6126.4524.56
2017/2/323.5525.1826.5024.26
2017/2/923.0124.3325.6323.88
2017/2/1622.6423.7425.2023.12
2017/2/2321.9322.8924.8522.51
2017/3/121.7522.2824.2822.53
2017/3/921.4822.1323.5122.67
2017/3/1621.2621.8722.6522.40
2017/3/2320.7421.0523.0322.32
2017/3/2920.4320.5021.7521.99