Research Article
Application of Functional Link Artificial Neural Network for Prediction of Machinery Noise in Opencast Mines
Table 4
Simulation study of tipper noise.
| Distance from the source (meters) | Measured field data (dBA) | Prediction result (dBA) | Average percentage error (dBA) | | VDI | PPN | FLANN | LeNN | PPN | FLANN | LeNN |
| 1 | 100.9000 | 94.2919 | 74.1198 | 85.6989 | 81.4871 | | | | 2 | 99.7000 | 93.0828 | 74.1198 | 93.0404 | 81.4871 | | | | 3 | 98.6000 | 91.9738 | 74.1198 | 94.5178 | 81.4871 | | | | 4 | 97.5000 | 90.8648 | 74.1198 | 92.4313 | 81.4871 | | | | 5 | 96.5000 | 89.8559 | 74.1198 | 87.9020 | 81.4871 | | | | 6 | 96.2000 | 89.5469 | 85.8609 | 96.5394 | 94.5712 | | | | 7 | 95.8000 | 89.1380 | 85.8609 | 93.3190 | 94.5712 | | | | 8 | 94.8000 | 88.1291 | 85.8609 | 93.3190 | 94.5712 | | | | 9 | 94.3000 | 87.6202 | 85.8609 | 94.0383 | 94.5712 | | | | 10 | 93.7000 | 87.0113 | 85.8609 | 91.0641 | 94.5712 | | | | 11 | 92.8000 | 86.1025 | 85.8609 | 84.6752 | 94.5712 | | | | 12 | 90.6000 | 83.8937 | 85.8609 | 88.3686 | 94.5712 | | | | 13 | 89.5000 | 82.8848 | 85.8609 | 88.1936 | 94.5712 | | | | 14 | 88.4000 | 81.6760 | 74.1198 | 80.8651 | 81.4871 | | | | 15 | 86.8000 | 80.0672 | 64.8344 | 74.8196 | 70.1930 | 13.59 | 4.36 | 10.03 | 16 | 86.2000 | 79.4585 | 64.8344 | 74.8196 | 70.1930 | | | | 17 | 85.8000 | 79.0497 | 64.8344 | 78.0400 | 70.1930 | | | | 18 | 85.2000 | 78.4410 | 64.8344 | 77.8650 | 70.1930 | | | | 19 | 85.2000 | 78.4323 | 64.8344 | 77.1458 | 70.1930 | | | | 20 | 84.7000 | 77.9236 | 64.8344 | 77.1458 | 70.1930 | | | | 21 | 84.5000 | 77.7149 | 64.8344 | 74.5798 | 70.1930 | | | | 22 | 83.8000 | 77.0063 | 62.5730 | 73.8606 | 70.1930 | | | | 23 | 83.5000 | 76.6976 | 62.5730 | 73.8606 | 70.1930 | | | | 24 | 83.5000 | 76.6890 | 61.4715 | 70.6402 | 70.1930 | | | | 25 | 83.2000 | 76.3804 | 61.4715 | 72.5517 | 66.3679 | | | | 26 | 82.8000 | 75.9718 | 63.5968 | 74.1068 | 66.3679 | | | | 27 | 82.6000 | 75.7632 | 59.7479 | 70.8864 | 66.3679 | | | | 28 | 82.2000 | 75.3547 | 60.3181 | 71.0614 | 67.0982 | | | | 29 | 82.2000 | 75.3461 | 60.3181 | 71.7806 | 67.3327 | | | | 30 | 82.2000 | 75.3376 | 72.2342 | 82.3295 | 82.9287 | | | |
|
|