利用C-LSTM的时序InSAR地表形变趋势分析及预测方法

文艺, 张玲, 孔含泉, 万祥星, 葛大庆, 刘斌

Trend analysis and prediction method of ground deformation using TS-InSAR-based combination-long short-term memory

WEN Yi, ZHANG Ling, KONG Hanquan, WAN Xiangxing, GE Daqing, LIU Bin

表6 多因子预测结果

Tab.6 Multi-factor prediction results

因子① RMSE MAE MAPE R2 r D1_i_q_1_2 0.017 0 0.012 8 1.839 8 0.984 3 0.994 3 D2_i_q 0.012 4 0.009 7 1.221 0 0.981 4 0.995 7 D3_i_q 0.012 8 0.009 7 1.275 9 0.981 7 0.993 9 D4_i_f 0.016 5 0.012 6 1.602 2 0.959 1 0.986 6 D5_i_q_f 0.009 3 0.007 0 0.830 3 0.988 2 0.995 2 D6_i_f 0.010 2 0.007 6 1.180 0 0.988 0 0.994 4