Research Article
Application of Functional Link Artificial Neural Network for Prediction of Machinery Noise in Opencast Mines
Table 2
Simulation study of dumper 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 | 102.4000 | 95.7919 | 74.1198 | 88.6731 | 81.4871 | | | | 2 | 101.3000 | 94.6828 | 74.1198 | 93.0404 | 81.4871 | | | | 3 | 98.2000 | 91.5738 | 74.1198 | 94.5178 | 81.4871 | | | | 4 | 97.7000 | 91.0648 | 74.1198 | 89.4572 | 81.4871 | | | | 5 | 97.2000 | 90.5559 | 74.1198 | 87.9020 | 81.4871 | | | | 6 | 96.8000 | 90.1469 | 85.8609 | 96.5394 | 94.5712 | | | | 7 | 94.2000 | 87.5380 | 74.1198 | 82.7701 | 81.4871 | | | | 8 | 94.1000 | 87.4291 | 85.8609 | 93.3190 | 94.5712 | | | | 9 | 93.6000 | 86.9202 | 85.8609 | 94.0383 | 94.5712 | | | | 10 | 93.2000 | 86.5113 | 85.8609 | 94.0383 | 94.5712 | | | | 11 | 93.2000 | 86.5025 | 85.8609 | 84.6752 | 94.5712 | | | | 12 | 92.5000 | 85.7937 | 85.8609 | 85.3944 | 94.5712 | | | | 13 | 92.2000 | 85.4848 | 85.8609 | 86.3534 | 94.5712 | | | | 14 | 90.6000 | 83.8760 | 85.8609 | 88.4398 | 94.5712 | | | | 15 | 89.7000 | 82.9672 | 76.5756 | 85.3685 | 85.3813 | 7.27 | 5.77 | 8.20 | 16 | 88.3000 | 81.5585 | 76.5756 | 85.3685 | 85.3813 | | | | 17 | 88.2000 | 81.4497 | 76.5756 | 88.5889 | 85.3813 | | | | 18 | 87.6000 | 80.8410 | 76.5756 | 88.4139 | 85.3813 | | | | 19 | 87.1000 | 80.3323 | 76.5756 | 87.6947 | 85.3813 | | | | 20 | 86.8000 | 80.0236 | 76.5756 | 87.6947 | 85.3813 | | | | 21 | 86.5000 | 79.7149 | 76.5756 | 85.1287 | 85.3813 | | | | 22 | 86.2000 | 79.4063 | 74.3142 | 84.4095 | 85.3813 | | | | 23 | 85.8000 | 78.9976 | 74.3142 | 84.4095 | 85.3813 | | | | 24 | 85.6000 | 78.7890 | 73.2126 | 81.1891 | 85.3813 | | | | 25 | 84.8000 | 77.9804 | 73.2126 | 83.1006 | 82.0894 | | | | 26 | 84.2000 | 77.3718 | 75.3380 | 84.6557 | 82.0894 | | | | 27 | 84.2000 | 77.3632 | 71.4890 | 81.4353 | 82.0894 | | | | 28 | 83.7000 | 76.8547 | 72.0592 | 81.6103 | 82.7253 | | | | 29 | 83.4000 | 76.5461 | 72.2342 | 82.3295 | 82.9287 | | | | 30 | 82.8000 | 75.9376 | 72.2342 | 82.3295 | 82.9287 | | | |
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