TCN预测基于TCN预测航空发动机剩余寿命附python代码.zip

1 1 -0.0007 -0.0004 100.0 518.67 641.82 1589.70 1400.60 14.62 21.61 554.36 2388.06 9046.19 1.30 47.47 521.66 2388.02 8138.62 8.4195 0.03 392 2388 100.00 39.06 23.4190 1 2 0.0019 -0.0003 100.0 518.67 642.15 1591.82 1403.14 14.62 21.61 553.75 2388.04 9044.07 1.30 47.49 522.28 2388.07 8131.49 8.4318 0.03 392 2388 100.00 39.00 23.4236 1 3 -0.0043 0.0003 100.0 518.67 642.35 1587.99 1404.20 14.62 21.61 554.26 2388.08 9052.94 1.30 47.27 522.42 2388.03 8133.23 8.4178 0.03 390 2388 100.00 38.95 23.3442 1 4 0.0007 0.0000 100.0 518.67 642.35 1582.79 1401.87 14.62 21.61 554.45 2388.11 9049.48 1.30 47.13 522.86 2388.08 8133.83 8.3682 0.03 392 2388 100.00 38.88 23.3739 1 5 -0.0019 -0.0002 100.0 518.67 642.37 1582.85 1406.22 14.62 21.61 554.00 2388.06 9055.15 1.30 47.28 522.19 2388.04 8133.80 8.4294 0.03 393 2388 100.00 38.90 23.4044 1 6 -0.0043 -0.0001 100.0 518.67 642.10 1584.47 1398.37 14.62 21.61 554.67 2388.02 9049.68 1.30 47.16 521.68 2388.03 8132.85 8.4108 0.03 391 2388 100.00 38.98 23.3669 1 7 0.0010 0.0001 100.0 518.67 642.48 1592.32 1397.77 14.62 21.61 554.34 2388.02 9059.13 1.30 47.36 522.32 2388.03 8132.32 8.3974 0.03 392 2388 100.00 39.10 23.3774 1 8 -0.0034 0.0003 100.0 518.67 642.56 1582.96 1400.97 14.62 21.61 553.85 2388.00 9040.80 1.30 47.24 522.47 2388.03 8131.07 8.4076 0.03 391 2388 100.00 38.97 23.3106 1 9 0.0008 0.0001 100.0 518.67 642.12 1590.98 1394.80 14.62 21.61 553.69 2388.05 9046.46 1.30 47.29 521.79 2388.05 8125.69 8.3728 0.03 392 2388 100.00 39.05 23.4066 1 10 -0.0033 0.0001 100.0 518.67 641.71 1591.24 1400.46 14.62 21.61 553.59 2388.05 9051.70 1.30 47.03 521.79 2388.06 8129.38 8.4286 0.03 393 2388 100.00 38.95 23.4694 1 11 0.0018 -0.0003 100.0 518.67 642.28 1581.75 1400.64 14.62 21.61 554.54 2388.05 9049.61 1.30 47.15 521.40 2388.01 8140.58 8.4340 0.03 392 2388 100.00 38.94 23.4787 1 12 0.0016 0.0002 100.0 518.67 642.06 1583.41 1400.15 14.62 21.61 554.52 2388.09 9049.37 1.30 47.18 521.80 2388.02 8134.25 8.3938 0.03 391 2388 100.00 39.06 23.3660 1 13 -0.0019 0.0004 100.0 518.67 643.07 1582.19 1400.83 14.62 21.61 553.44 2388.12 9046.82 1.30 47.38 521.85 2388.08 8128.10 8.4152 0.03 393 2388 100.00 38.93 23.2757 1 14 0.0009 -0.0000 100.0 518.67 642.35 1592.95 1399.16 14.62 21.61 554.48 2388.09 9047.37 1.30 47.44 521.67 2388.00 8134.43 8.3964 0.03 393 2388 100.00 39.18 23.3826 1 15 -0.0018 -0.0003 100.0 518.67 642.43 1583.82 1402.13 14.62 21.61 553.64 2388.11 9052.22 1.30 47.30 522.50 2388.08 8127.56 8.4199 0.03 391 2388 100.00 38.99 23.3500 1 16 0.0006 0.0005 100.0 518.67 642.13 1587.98 1404.50 14.62 21.61 553.94 2388.05 9049.34 1.30 47.24 521.49 2388.07 8136.11 8.3936 0.03 392 2388 100.00 38.97 23.4550 1 17 0.0002 0.0002 100.0 518.67 642.58 1584.96 1399.95 14.62 21.61 553.80 2388.06 9054.92 1.30 47.12 521.89 2388.04 8137.27 8.4542 0.03 392 2388 100.00 38.81 23.3319 1 18 -0.0031 -0.0001 100.0 518.67 642.62 1591.04 1396.12 14.62 21.61 554.20 2388.05 9049.55 1.30 47.21 521.76 2388.07 8132.73 8.4028 0.03 392 2388 100.00 38.89 23.3987 1 19 0.0032 -0.0003 100.0 518.67 641.79 1587.56 1400.35 14.62 21.61 554.18 2388.04 9053.99 1.30 47.40 521.89 2388.03 8129.13 8.4321 0.03 391 2388 100.00 38.80 23.3464 1 20 -0.0037 0.0001 100.0 518.67 643.04 1581.11 1405.23 14.62 21.61 554.81 2388.05 9045.90 1.30 47.22 522.07 2388.02 8129.71 8.4210 0.03 392 2388 100.00 39.03 23.4220 1 21 -0.0012 0.0001 100.0 518.67 642.37 1586.07 1398.13 14.62 21.61 554.08 2388.11 9048.15 1.30 47.15 522.42 2388.08 8134.02 8.4049 0.03 392 2388 100.00 39.09 23.3101 1 22 0.0002 0.0000 100.0 518.67 642.77 1592.93 1400.57 14.62 21.61 553.63 2388.04 9061.21 1.30 47.24 522.00 2388.03 8130.41 8.4034 0.03 392 2388 100.00 38.92 23.3792 1 23 0.0034 -0.0003 100.0 518.67 642.14 1588.19 1394.75 14.62 21.61 553.98 2388.05 9046.28 1.30 47.25 521.52 2388.05 8127.90 8.4240 0.03 392 2388 100.00 38.94 23.4562 1 24 -0.0010 0.0003 100.0 518.67 642.38 1590.83 1398.81 14.62 21.61 553.49 2388.12 9043.76 1.30 47.44 522.13 2388.03 8133.88 8.3891 0.03 392 2388 100.00 39.00 23.3696 1 25 0.0023 -0.0004 100.0 518.67 642.77 1594.10 1399.39 14.62 21.61 554.00 2388.02 9054.16 1.30 47.36 522.56 2388.02 8136.61 8.3917 0.03 393 2388 100.00 38.95 23.4288 1 26 0.0000 0.0002 100.0 518.67 642.16 1589.08 1396.07 14.62 21.61 554.11 2388.07 9047.11 1.30 47.26 522.28 2388.06 8131.15 8.4260 0.03 394 2388 100.00 38.86 23.4149 1 27 -0.0012 -0.0004 100.0 518.67 642.44 1590.47 1401.84 14.62 21.61 554.07 2388.02 9047.96 1.30 47.37 522.00 2388.13 8134.60 8.4046 0.03 393 2388 100.00 38.99 23.4472 1 28 -0.0024 0.0005 100.0 518.67 642.35 1582.84 1399.13 14.62 21.61 554.68 2388.12 9049.84 1.30 47.41 522.57 2388.08 8127.30 8.4323 0.03 390 2388 100.00 39.01 23.2841 1 29 0.0012 -0.0001 100.0 518.67 641.91 1584.83 1400.99 14.62 21.61 554.25 2388.05 9050.47 1.30 47.24 522.41 2388.06 8133.06 8.4189 0.03 393 2388 100.00 38.93 23.3597 1 30 -0.0022 0.0000 100.0 518.67 642.20 1593.52 1396.08 14.62 21.61 554.37 2388.07 9045.62 1.30 47.40 522.19 2388.00 8137.86 8.4065 0.03 390 2388 100.00 39.05 23.4110 1 31 0.0014 0.0005 100.0 518.67 642.02 1584.18 1396.90 14.62 21.61 554.13 2388.08 9058.78 1.30 47.41 521.95 2388.06 8125.28 8.4104 0.03 392 2388 100.00 38.94 23.3353 1 32 0.0005 -0.0003 100.0 518.67 642.33 1591.38 1400.36 14.62 21.61 554.96 2388.04 9050.97 1.30 47.25 521.92 2388.07 8129.70 8.4148 0.03 392 2388 100.00 39.02 23.4999 1 33 -0.0042 -0.0004 100.0 518.67 642.71 1588.40 1402.43 14.62 21.61 554.61 2388.04 9047.13 1.30 47.28 521.91 2388.08 8134.42 8.3753 0.03 392 2388 100.00 38.83 23.3506 1 34 0.0015 -0.0001 100.0 518.67 642.54 1581.47 1400.48 14.62 21.61 554.30 2388.03 9046.46 1.30 47.47 521.70 2388.09 8126.61 8.4349 0.03 392 2388 100.00 38.81 23.3092 1 35 0.0003 0.0002 100.0 518.67 642.44 1590.00 1403.00 14.62 21.61 554.30 2388.04 9045.76 1.30 47.31 521.75 2388.01 8140.17 8.4430 0.03 391 2388 100.00 39.13 23.4164 1 36 -0.0004 -0.0002 100.0 518.67 642.54 1581.72 1405.54 14.62 21.61 554.53 2388.01 9044.56 1.30 47.25 522.32 2388.04 8132.48 8.4246 0.03 392 2388 100.00 38.86 23.4308 1 37 -0.0004 -0.0000 100.0 518.67 641.99 1579.11 1398.90 14.62 21.61 554.63 2388.07 9055.44 1.30 47.29 522.29 2388.04 8131.95 8.4142 0.03 392 2388 100.00 38.99 23.4352 1 38 -0.0018 -0.0002 100.0 518.67 641.93 1589.60 1399.50 14.62 21.61 554.70 2388.08 9055.27 1.30 47.27 522.42 2388.08 8136.61 8.4158 0.03 392 2388 100.00 39.06 23.4768 1 39 -0.0030 -0.0001 100.0 518.67 642.01 1583.21 1400.69 14.62 21.61 553.97 2388.02 9051.76 1.30 47.12 522.23 2388.05 8131.81 8.4140 0.03 392 2388 100.00 38.70 23.3699 1 40 -0.0000 -0.0004 100.0 518.67 642.24 1582.08 1401.77 14.62 21.61 554.57 2388.06 9052.98 1.30 47.33 521.84 2388.01 8131.03 8.3784 0.03 392 2388 100.00 38.84 23.3769 1 41 0.0033 0.0004 100.0 518.67 642.40 1591.31 1403.21 14.62 21.61 553.72 2388.06 9048.99 1.30 47.09 522.07 2388.03 8138.08 8.4370 0.03 392 2388 100.00 39.13 23.4444 1 42 0.0005 -0.0004 100.0 518.67 642.12 1584.66 1401.38 14.62 21.61 553.94 2388.08 9057.06 1.30 47.49 522.23 2388.05 8130.88 8.4137 0.03 392 2388 100.00 39.00 23.3750 1 43 -0.0027 0.0005 100.0 518.67 642.24 1591.52 1406.05 14.62 21.61 553.68 2388.03 9057.88 1.30 47.32 522.74 2388.09 8127.22 8.4068 0.03 392 2388 100.00 38.99 23.3148 1 44 -0.0001 0.0002 100.0 518.67 641.93 1586.94 1401.20 14.62 21.61 554.15 2388.04 9046.87 1.30 47.45 522.30 2388.00 8131.45 8.4201 0.03 392 2388 100.00 39.06 23.4753 1 45 -0.0013 -0.0000 100.0 518.67 642.53 1582.42 1399.16 14.62 21.61 553.83 2388.08 9060.32 1.30 47.45 521.73 2388.05 8128.31 8.4099 0.03 393 2388 100.00 38.79 23.3943 1 46 0.0003 0.0001 100.0 518.67 642.43 1588.29 1401.27 14.62 21.61 553.76 2388.06 9060.38 1.30 47.20 522.02 2388.08 8128.71 8.3977 0.03 393 2388 100.00 38.93 23.3745 1 47 0.0000 0.0005 100.0 518.67 642.21 1580.32 1402.89 14.62 21.61 554.38 2388.06 9052.04 1.30 47.22 521.84 2388.05 8126.21 8.3973 0.03 392 2388 100.00 38.99 23.4873 1 48 0.0019 0.0001 100.0 518.67 641.89 1588.51 1399.16 14.62 21.61