下载地址:基于数据解析的化工生产过程诊断(含训练集测试集数据,结果图及源码,毕设参考)
部分训练数据
V1 | V2 | V3 | V4 | V5 | V6 | V7 | V8 | V9 | V10 | V11 | V12 | V13 | V14 | V15 | V16 | V17 | V18 | V19 | V20 | V21 | V22 | V23 | V24 | V25 | V26 | V27 | V28 | V29 | V30 | V31 | V32 | V33 | V34 | V35 | V36 | V37 | V38 | V39 | V40 | V41 | V42 | V43 | V44 | V45 | V46 | V47 | V48 | V49 | V50 | V51 | V52 | target |
0.24987 | 3642.6 | 4539.6 | 9.2784 | 27.2 | 42.248 | 2704.2 | 75.492 | 120.4 | 0.3399 | 80.007 | 51.317 | 2633.1 | 25.184 | 51.594 | 3102.1 | 22.848 | 65.706 | 230.7 | 341.29 | 94.667 | 77.375 | 32.188 | 8.8933 | 26.383 | 6.882 | 18.776 | 1.6567 | 32.958 | 13.823 | 23.978 | 1.2565 | 18.579 | 2.2633 | 4.8436 | 2.2986 | 0.017866 | 0.8357 | 0.098577 | 53.724 | 43.828 | 63.422 | 53.617 | 24.708 | 62.265 | 22.224 | 39.724 | 41.975 | 50.223 | 47.411 | 41.093 | 18.351 | 0 |
0.25118 | 3694.8 | 4513.8 | 9.2831 | 27.077 | 42.736 | 2705.4 | 74.628 | 120.41 | 0.3356 | 80.281 | 48.67 | 2634.7 | 21.899 | 49.225 | 3104 | 22.205 | 65.739 | 230.34 | 340.86 | 94.522 | 77.8 | 32.188 | 8.8933 | 26.383 | 6.882 | 18.776 | 1.6567 | 32.958 | 13.823 | 23.978 | 1.2565 | 18.579 | 2.2633 | 4.8436 | 2.2986 | 0.017866 | 0.8357 | 0.098577 | 53.724 | 43.828 | 62.523 | 53.926 | 24.579 | 61.306 | 21.975 | 40.249 | 34.187 | 44.741 | 47.442 | 41.303 | 19.831 | 0 |
0.25185 | 3683.5 | 4504.9 | 9.46 | 26.987 | 42.245 | 2705.2 | 74.315 | 120.42 | 0.33761 | 80.229 | 51.879 | 2633.5 | 24.337 | 49.783 | 3104.3 | 21.96 | 65.78 | 228.84 | 340.67 | 94.681 | 77.585 | 32.265 | 8.8472 | 25.898 | 6.927 | 18.977 | 1.6573 | 32.93 | 13.906 | 23.847 | 1.1542 | 18.833 | 2.2792 | 4.8814 | 2.2239 | 0.017866 | 0.8357 | 0.098577 | 53.724 | 43.828 | 62.717 | 54.032 | 24.521 | 60.532 | 21.64 | 40.003 | 43.628 | 46.032 | 47.574 | 41.52 | 20.426 | 0 |
0.25147 | 3653.9 | 4531.9 | 9.3462 | 26.983 | 42.656 | 2706.3 | 75.487 | 120.39 | 0.33631 | 80.221 | 49.955 | 2634.2 | 24.811 | 48.863 | 3104.2 | 22.323 | 65.789 | 228.45 | 341.6 | 94.541 | 77.489 | 32.265 | 8.8472 | 25.898 | 6.927 | 18.977 | 1.6573 | 32.93 | 13.906 | 23.847 | 1.1542 | 18.833 | 2.2792 | 4.8814 | 2.2239 | 0.017866 | 0.8357 | 0.098577 | 53.724 | 43.828 | 63.226 | 53.708 | 24.558 | 61.496 | 22.324 | 40.161 | 37.967 | 43.903 | 47.606 | 41.284 | 19.568 | 0 |
0.24107 | 3629.3 | 4527 | 9.3406 | 27.041 | 42.52 | 2705.6 | 75.332 | 120.38 | 0.34839 | 80.218 | 48.691 | 2635.1 | 24.809 | 50.65 | 3102.1 | 23.378 | 65.791 | 228.64 | 341.58 | 94.574 | 77.399 | 32.086 | 8.7784 | 26.475 | 6.7721 | 18.631 | 1.6713 | 33.119 | 13.924 | 24.394 | 1.2753 | 18.222 | 2.2898 | 4.7992 | 2.2417 | 0.017866 | 0.8357 | 0.098577 | 53.724 | 43.828 | 63.234 | 53.259 | 24.024 | 60.781 | 22.506 | 40.962 | 34.247 | 48.037 | 47.585 | 40.949 | 17.063 | 0 |
0.24314 | 3681.9 | 4485.6 | 9.2274 | 26.555 | 42.587 | 2704.9 | 75.491 | 120.39 | 0.34411 | 80.145 | 50.101 | 2633 | 24.105 | 51.297 | 3101.3 | 23.208 | 65.775 | 230.64 | 341.39 | 94.768 | 76.945 | 32.086 | 8.7784 | 26.475 | 6.7721 | 18.631 | 1.6713 | 33.119 | 13.924 | 24.394 | 1.2753 | 18.222 | 2.2898 | 4.7992 | 2.2417 | 0.017724 | 0.8302 | 0.097815 | 54.081 | 43.994 | 62.329 | 53.755 | 23.82 | 63.204 | 22.213 | 41.484 | 38.397 | 49.536 | 47.404 | 40.928 | 17.496 | 0 |
0.26121 | 3712.5 | 4511.7 | 9.3253 | 26.865 | 42.247 | 2704.1 | 75.189 | 120.38 | 0.35182 | 79.961 | 50.093 | 2632.4 | 24.348 | 49.091 | 3099.7 | 23.481 | 65.746 | 229.45 | 341.86 | 94.484 | 77.15 | 32.155 | 8.9498 | 26.527 | 6.9472 | 18.997 | 1.6231 | 33.079 | 13.873 | 23.897 | 1.127 | 18.445 | 2.2426 | 4.861 | 2.3385 | 0.017724 | 0.8302 | 0.097815 | 54.081 | 43.994 | 63.193 | 54.285 | 25.482 | 62.717 | 22.382 | 41.178 | 38.373 | 44.43 | 47.513 | 40.028 | 16.852 | 0 |
0.26004 | 3722.7 | 4518.3 | 9.3491 | 27.055 | 42.37 | 2703 | 74.842 | 120.4 | 0.35126 | 79.887 | 51.169 | 2631.7 | 27.138 | 51.62 | 3100 | 21.881 | 65.691 | 229.72 | 341.49 | 94.609 | 76.883 | 32.155 | 8.9498 | 26.527 | 6.9472 | 18.997 | 1.6231 | 33.079 | 13.873 | 23.897 | 1.127 | 18.445 | 2.2426 | 4.861 | 2.3385 | 0.017724 | 0.8302 | 0.097815 | 54.081 | 43.994 | 63.017 | 54.207 | 25.597 | 62.698 | 22.367 | 41.247 | 41.54 | 50.282 | 47.491 | 40.94 | 20.689 | 0 |
0.25202 | 3684 | 4510 | 9.4889 | 26.562 | 42.508 | 2703.8 | 75.205 | 120.39 | 0.34324 | 79.975 | 50.968 | 2632.6 | 27.014 | 50.399 | 3098.7 | 22.701 | 65.652 | 230.59 | 341.71 | 94.552 | 77.454 | 32.386 | 8.9165 | 26.371 | 6.8947 | 18.419 | 1.6744 | 32.703 | 13.805 | 23.886 | 1.154 | 18.969 | 2.268 | 4.7573 | 2.2343 | 0.017724 | 0.8302 | 0.097815 | 54.081 | 43.994 | 62.167 | 53.401 | 25.216 | 60.319 | 22.334 | 40.974 | 40.947 | 47.457 | 47.419 | 40.3 | 18.707 | 0 |
0.25513 | 3643.7 | 4476.7 | 9.3231 | 27.103 | 42.172 | 2705.9 | 75.086 | 120.4 | 0.34227 | 80.198 | 49.277 | 2635.5 | 25.935 | 51.53 | 3101.3 | 23.752 | 65.675 | 230.41 | 342.15 | 94.716 | 77.579 | 32.386 | 8.9165 | 26.371 | 6.8947 | 18.419 | 1.6744 | 32.703 | 13.805 | 23.886 | 1.154 | 18.969 | 2.268 | 4.7573 | 2.2343 | 0.017724 | 0.8302 | 0.097815 | 54.081 | 43.994 | 62.861 | 53.8 | 24.911 | 58.692 | 22.413 | 41.093 | 35.971 | 50.075 | 47.437 | 41.338 | 16.186 | 0 |
0.2289 | 3674.9 | 4501.8 | 9.33 | 26.867 | 42.396 | 2707.6 | 75.465 | 120.4 | 0.33701 | 80.31 | 49.034 | 2636.4 | 24.162 | 50.168 | 3104.1 | 22.898 | 65.716 | 231.86 | 341.41 | 94.516 | 77.509 | 32.269 | 8.943 | 26.236 | 6.9592 | 18.667 | 1.6704 | 33.404 | 13.893 | 23.798 | 1.5004 | 18.875 | 2.27 | 4.6798 | 2.3167 | 0.026186 | 0.83459 | 0.095339 | 53.134 | 43.854 | 62.749 | 54.929 | 22.918 | 61.195 | 22.367 | 39.94 | 35.257 | 46.922 | 47.161 | 40.801 | 18.206 | 0 |
0.23041 | 3642.9 | 4532.3 | 9.2339 | 27.112 | 42.418 | 2704.9 | 75.34 | 120.38 | 0.33602 | 80.091 | 50.173 | 2632.5 | 26.914 | 51.716 | 3104.7 | 23.261 | 65.769 | 230.2 | 340.87 | 94.74 | 77 | 32.269 | 8.943 | 26.236 | 6.9592 | 18.667 | 1.6704 | 33.404 | 13.893 | 23.798 | 1.5004 | 18.875 | 2.27 | 4.6798 | 2.3167 | 0.026186 | 0.83459 | 0.095339 | 53.134 | 43.854 | 63.3 | 54.565 | 22.77 | 62.305 | 21.818 | 40.06 | 38.61 | 50.506 | 47.243 | 40.526 | 17.386 | 0 |
0.24305 | 3667.8 | 4518.7 | 9.3578 | 26.332 | 42.295 | 2704.4 | 74.839 | 120.41 | 0.34943 | 79.924 | 49.375 | 2633.2 | 25.288 | 50.498 | 3100.8 | 23.112 | 65.71 | 231.36 | 341.57 | 94.584 | 77.062 | 32.345 | 8.9528 | 26.895 | 6.8173 | 18.922 | 1.6595 | 33.092 | 13.899 | 24.023 | 1.1452 | 18.949 | 2.2385 | 4.8621 | 2.2407 | 0.026186 | 0.83459 | 0.095339 | 53.134 | 43.854 | 62.261 | 54.157 | 23.468 | 61.216 | 22.205 | 40.812 | 36.26 | 47.686 | 47.078 | 41.382 | 17.754 | 0 |
0.24107 | 3650 | 4520 | 9.3659 | 26.821 | 42.332 | 2703.9 | 75.658 | 120.37 | 0.34756 | 79.861 | 51.736 | 2632.4 | 26.141 | 51.508 | 3100.8 | 22.441 | 65.644 | 228.22 | 341.38 | 94.805 | 77.292 | 32.345 | 8.9528 | 26.895 | 6.8173 | 18.922 | 1.6595 | 33.092 | 13.899 | 24.023 | 1.1452 | 18.949 | 2.2385 | 4.8621 | 2.2407 | 0.026186 | 0.83459 | 0.095339 | 53.134 | 43.854 | 62.567 | 54.141 | 23.662 | 61.154 | 22.224 | 41.041 | 43.208 | 50.024 | 47.3 | 39.747 | 19.343 | 0 |
0.23164 | 3678 | 4511.3 | 9.3792 | 26.588 | 42.326 | 2705.7 | 75.046 | 120.43 | 0.34859 | 80.155 | 50.192 | 2634.9 | 24.013 | 51.366 | 3103.8 | 23.721 | 65.639 | 231.78 | 341.61 | 94.563 | 77.557 | 32.064 | 8.9619 | 26.64 | 6.925 | 18.856 | 1.6755 | 33.111 | 13.724 | 23.883 | 1.2378 | 19.118 | 2.295 | 4.8577 | 2.3572 | 0.026186 | 0.83459 | 0.095339 | 53.134 | 43.854 | 63.324 | 53.618 | 22.906 | 62.457 | 22.305 | 41.166 | 38.665 | 49.695 | 46.925 | 41.683 | 16.276 | 0 |
0.23226 | 3661.7 | 4508.2 | 9.3486 | 26.836 | 42.261 | 2706.8 | 75.25 | 120.4 | 0.34951 | 80.241 | 49.647 | 2635.6 | 23.06 | 51.711 | 3105.1 | 22.476 | 65.696 | 229.55 | 341.25 | 94.534 | 77.41 | 32.064 | 8.9619 | 26.64 | 6.925 | 18.856 | 1.6755 | 33.111 | 13.724 | 23.883 | 1.2378 | 19.118 | 2.295 | 4.8577 | 2.3572 | 0.013012 | 0.82669 | 0.10597 | 53.149 | 43.994 | 63.605 | 53.654 | 22.845 | 63.22 | 22.076 | 41.053 | 37.062 | 50.493 | 47.168 | 40.765 | 19.223 | 0 |
0.25887 | 3643.3 | 4483.8 | 9.3162 | 26.779 | 42.438 | 2706.9 | 75.68 | 120.4 | 0.32982 | 80.19 | 51.206 | 2635.6 | 26.232 | 50.094 | 3105.2 | 23.044 | 65.685 | 228.93 | 340.9 | 94.514 | 77.354 | 32.033 | 8.8607 | 26.06 | 6.8301 | 18.704 | 1.6738 | 33.109 | 13.706 | 24.024 | 1.353 | 17.671 | 2.223 | 4.8203 | 2.337 | 0.013012 | 0.82669 | 0.10597 | 53.149 | 43.994 | 62.989 | 54.089 | 25.53 | 63.766 | 21.789 | 38.768 | 41.648 | 46.752 | 47.205 | 41.17 | 17.87 | 0 |