基于LSTM算法的航空发动机寿命预测

1 1 34.9983 0.8400 100.0 449.44 555.32 1358.61 1137.23 5.48 8.00 194.64 2222.65 8341.91 1.02 42.02 183.06 2387.72 8048.56 9.3461 0.02 334 2223 100.00 14.73 8.8071 1 2 41.9982 0.8408 100.0 445.00 549.90 1353.22 1125.78 3.91 5.71 138.51 2211.57 8303.96 1.02 42.20 130.42 2387.66 8072.30 9.3774 0.02 330 2212 100.00 10.41 6.2665 1 3 24.9988 0.6218 60.0 462.54 537.31 1256.76 1047.45 7.05 9.02 175.71 1915.11 8001.42 0.94 36.69 164.22 2028.03 7864.87 10.8941 0.02 309 1915 84.93 14.08 8.6723 1 4 42.0077 0.8416 100.0 445.00 549.51 1354.03 1126.38 3.91 5.71 138.46 2211.58 8303.96 1.02 41.96 130.72 2387.61 8068.66 9.3528 0.02 329 2212 100.00 10.59 6.4701 1 5 25.0005 0.6203 60.0 462.54 537.07 1257.71 1047.93 7.05 9.03 175.05 1915.10 7993.23 0.94 36.89 164.31 2028.00 7861.23 10.8963 0.02 309 1915 84.93 14.13 8.5286 1 6 25.0045 0.6205 60.0 462.54 537.02 1266.38 1048.72 7.05 9.03 175.17 1915.15 7996.10 0.94 36.78 164.27 2028.01 7868.87 10.8912 0.02 306 1915 84.93 14.28 8.5590 1 7 42.0043 0.8409 100.0 445.00 549.74 1347.45 1127.19 3.91 5.71 138.71 2211.62 8307.75 1.02 42.19 130.49 2387.69 8075.54 9.3753 0.02 330 2212 100.00 10.62 6.4227 1 8 20.0020 0.7002 100.0 491.19 607.44 1481.69 1252.36 9.35 13.65 334.41 2323.87 8709.12 1.08 44.27 315.11 2387.99 8049.26 9.2369 0.02 365 2324 100.00 24.33 14.7989 1 9 41.9995 0.8407 100.0 445.00 549.33 1348.23 1127.45 3.91 5.71 138.06 2211.61 8312.33 1.02 42.30 130.97 2387.62 8065.78 9.3878 0.02 331 2212 100.00 10.69 6.3802 1 10 42.0011 0.8400 100.0 445.00 549.33 1356.40 1127.11 3.91 5.71 138.70 2211.56 8302.31 1.02 42.02 130.50 2387.62 8069.11 9.3957 0.02 329 2212 100.00 10.57 6.2847 1 11 42.0029 0.8400 100.0 445.00 549.81 1352.72 1126.23 3.91 5.71 137.81 2211.59 8301.22 1.02 42.05 130.41 2387.64 8076.44 9.3871 0.02 331 2212 100.00 10.51 6.3394 1 12 0.0015 0.0010 100.0 518.67 642.70 1585.52 1402.63 14.62 21.61 553.93 2388.12 9038.84 1.30 47.34 521.29 2388.16 8121.09 8.3892 0.03 393 2388 100.00 39.04 23.2694 1 13 20.0003 0.7000 100.0 491.19 607.67 1488.74 1256.10 9.35 13.65 335.33 2323.87 8710.39 1.08 44.43 314.77 2388.04 8048.52 9.1968 0.02 365 2324 100.00 24.40 14.7202 1 14 42.0020 0.8407 100.0 445.00 549.47 1352.69 1121.20 3.91 5.71 138.60 2211.59 8312.22 1.02 42.11 130.60 2387.69 8070.37 9.3905 0.02 330 2212 100.00 10.69 6.3230 1 15 10.0038 0.2513 100.0 489.05 604.57 1501.72 1305.97 10.52 15.49 395.21 2318.87 8765.10 1.26 45.49 372.03 2388.14 8118.56 8.6079 0.03 369 2319 100.00 28.54 17.1272 1 16 35.0053 0.8419 100.0 449.44 555.56 1362.41 1126.95 5.48 8.00 194.44 2222.76 8336.74 1.02 41.74 182.78 2387.76 8053.94 9.3232 0.02 332 2223 100.00 14.96 8.9446 1 17 25.0077 0.6217 60.0 462.54 536.25 1260.07 1053.00 7.05 9.02 175.21 1915.12 8005.82 0.94 36.73 164.53 2028.03 7857.51 10.8616 0.02 307 1915 84.93 14.07 8.5935 1 18 34.9996 0.8404 100.0 449.44 555.45 1365.15 1135.62 5.48 8.00 193.77 2222.70 8336.57 1.02 41.98 182.72 2387.72 8052.73 9.3419 0.02 334 2223 100.00 14.99 8.9676 1 19 42.0018 0.8400 100.0 445.00 549.07 1349.47 1134.82 3.91 5.71 138.72 2211.59 8300.02 1.02 42.02 130.42 2387.63 8070.70 9.3798 0.02 332 2212 100.00 10.49 6.4195 1 20 20.0020 0.7015 100.0 491.19 607.90 1482.44 1255.75 9.35 13.66 334.43 2323.94 8708.90 1.08 44.43 314.85 2388.08 8047.01 9.2623 0.02 366 2324 100.00 24.46 14.6601 1 21 42.0028 0.8403 100.0 445.00 549.68 1350.29 1130.26 3.91 5.72 137.93 2211.59 8303.44 1.02 42.28 129.98 2387.62 8071.57 9.3824 0.02 331 2212 100.00 10.56 6.3982 1 22 42.0043 0.8419 100.0 445.00 549.58 1352.73 1129.43 3.91 5.71 138.79 2211.58 8300.20 1.02 42.01 130.79 2387.72 8069.93 9.3587 0.02 330 2212 100.00 10.58 6.4241 1 23 41.9987 0.8416 100.0 445.00 549.44 1347.47 1126.30 3.91 5.71 138.55 2211.59 8300.28 1.02 41.97 130.48 2387.76 8070.05 9.3398 0.02 331 2212 100.00 10.56 6.4308 1 24 42.0011 0.8400 100.0 445.00 550.18 1352.82 1127.92 3.91 5.72 138.21 2211.59 8308.75 1.02 42.03 130.17 2387.64 8069.53 9.3807 0.02 332 2212 100.00 10.48 6.3598 1 25 42.0063 0.8400 100.0 445.00 549.42 1350.32 1122.44 3.91 5.72 139.02 2211.59 8306.69 1.02 42.25 130.73 2387.64 8066.98 9.3480 0.02 332 2212 100.00 10.55 6.4923 1 26 42.0001 0.8402 100.0 445.00 549.36 1357.42 1125.15 3.91 5.71 138.68 2211.71 8308.90 1.02 42.16 130.42 2387.67 8072.18 9.3704 0.02 331 2212 100.00 10.62 6.3448 1 27 25.0058 0.6206 60.0 462.54 537.01 1263.21 1048.03 7.05 9.02 176.05 1915.13 7998.23 0.94 36.77 164.30 2027.94 7859.12 10.9077 0.02 308 1915 84.93 14.27 8.6005 1 28 0.0022 0.0000 100.0 518.67 643.04 1589.28 1403.50 14.62 21.61 554.08 2388.13 9037.52 1.30 47.65 521.17 2388.14 8122.45 8.4871 0.03 392 2388 100.00 38.93 23.2184 1 29 0.0007 0.0000 100.0 518.67 642.48 1599.79 1415.68 14.62 21.61 553.49 2388.10 9039.24 1.30 47.33 521.33 2388.07 8121.25 8.4545 0.03 390 2388 100.00 38.73 23.1713 1 30 20.0060 0.7011 100.0 491.19 607.78 1485.69 1244.78 9.35 13.65 334.53 2323.89 8713.70 1.08 44.35 314.92 2388.06 8043.80 9.2372 0.02 365 2324 100.00 24.43 14.6832 1 31 10.0050 0.2500 100.0 489.05 605.13 1504.85 1310.94 10.52 15.49 394.19 2318.93 8760.33 1.26 45.41 371.28 2388.16 8117.91 8.6276 0.03 368 2319 100.00 28.50 17.0825 1 32 10.0038 0.2500 100.0 489.05 604.69 1509.93 1317.20 10.52 15.50 394.21 2318.93 8763.76 1.26 45.32 372.00 2388.10 8118.93 8.6558 0.03 369 2319 100.00 28.65 17.2355 1 33 0.0028 0.0000 100.0 518.67 643.13 1583.81 1404.98 14.62 21.61 553.55 2388.11 9039.84 1.30 47.61 521.55 2388.13 8126.15 8.4411 0.03 393 2388 100.00 39.01 23.2935 1 34 0.0012 0.0008 100.0 518.67 642.24 1587.04 1406.72 14.62 21.61 553.60 2388.15 9036.68 1.30 47.57 521.15 2388.13 8116.33 8.4196 0.03 392 2388 100.00 39.02 23.2997 1 35 10.0066 0.2510 100.0 489.05 605.25 1504.23 1306.63 10.52 15.49 394.24 2319.01 8765.65 1.26 45.48 371.35 2388.15 8114.43 8.6566 0.03 368 2319 100.00 28.74 17.1825 1 36 25.0050 0.6200 60.0 462.54 536.95 1271.16 1051.62 7.05 9.03 175.67 1915.18 7998.94 0.94 36.91 164.61 2027.94 7867.76 10.8817 0.02 307 1915 84.93 14.25 8.6697 1 37 10.0076 0.2500 100.0 489.05 604.84 1500.86 1311.00 10.52 15.49 394.31 2318.93 8764.83 1.26 45.41 371.34 2388.15 8109.56 8.6536 0.03 369 2319 100.00 28.40 17.1937 1 38 24.9987 0.6200 60.0 462.54 536.76 1261.64 1045.94 7.05 9.02 176.01 1915.16 8003.33 0.94 36.82 164.32 2027.95 7862.53 10.9054 0.02 306 1915 84.93 14.23 8.5581 1 39 24.9981 0.6211 60.0 462.54 536.66 1267.66 1057.66 7.05 9.02 176.03 1915.13 7994.34 0.94 36.57 164.19 2027.95 7865.11 10.9318 0.02 307 1915 84.93 14.44 8.6205 1 40 10.0065 0.2500 100.0 489.05 605.17 1505.09 1312.97 10.52 15.49 394.37 2318.94 8770.13 1.26 45.57 371.16 2388.16 8111.91 8.6373 0.03 370 2319 100.00 28.55 17.0936 1 41 25.0051 0.6211 60.0 462.54 536.74 1261.81 1048.78 7.05 9.02 175.76 1915.12 7997.12 0.94 36.95 164.97 2028.03 7862.39 10.8998 0.02 307 1915 84.93 14.37 8.5433 1 42 35.0029 0.8400 100.0 449.44 555.34 1365.14 1136.45 5.48 8.00 194.88 2222.69 8335.88 1.02 41.90 182.74 2387.72 8057.20 9.3769 0.02 334 2223 100.00 14.66 8.8740 1 43 42.0037 0.8409 100.0 445.00 549.78 1350.28 1127.59 3.91 5.71 138.88 2211.61 8309.94 1.02 41.95 131.44 2387.65 8070.12 9.3745 0.02 331 2212 100.00 10.58 6.3839 1 44 0.0002 0.0000 100.0 518.67 642.57 1582.90 1405.22 14.62 21.61 552.97 2388.16 9037.76 1.30 47.65 521.63 2388.16 8128.64 8.4635 0.03 393 2388 100.00 38.81 23.2704 1 45 35.0033 0.8400 100.0 449.44 555.28 1370.22 1129.04 5.48 8.00 194.41 2222.66 8338.36 1.02 41.91 182.67 2387.74 8051.91 9.3577 0.02 334 2223 100.00 14.82 9.0246 1 46 42.0046 0.8400 100.0 445.00 549.44 1354.85 1125.95 3.91 5.71 138.16 2211.61 8309.66 1.02 42.15 130.90 2387.63 8071.22 9.3717 0.02 331 2212 100.00 10.63 6.3498 1 47 10.0049 0.2500 100.0 489.05 605.01 1500.08 1309.65 10.52 15.50 394.09 2318.95 8763.10 1.26 45.52 371.27 2388.23 8115.46 8.6394 0.03 371 2319 100.00 28.57 17.1489 1 48 0.0004 0.0014 100.0 518.67 643.26 1588.58 1402.51 14.62 21.61 552.61 2388.16 9037.94 1.30 47.54 521.50 2388.12 8123.03 8.4318 0.03 392 2388 100.00 38.89 23.3464 1 49 41.