Application of Functional Link Artificial Neural Network for Prediction of Machinery Noise in Opencast Mines

Table 5

Simulation study of dozer 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	100.5000	93.8919	74.1198	85.6989	81.4871
2	100.2000	93.5828	74.1198	93.0404	81.4871
3	98.2000	91.5738	74.1198	94.5178	81.4871
4	97.5000	90.8648	74.1198	92.4313	81.4871
5	96.7000	90.0559	74.1198	87.9020	81.4871
6	95.4000	88.7469	74.1198	85.9905	81.4871
7	94.8000	88.1380	85.8609	93.3190	94.5712
8	94.2000	87.5291	85.8609	93.3190	94.5712
9	93.6000	86.9202	85.8609	94.0383	94.5712
10	92.5000	85.8113	85.8609	94.0383	94.5712
11	91.8000	85.1025	85.8609	87.6493	94.5712
12	89.6000	82.8937	74.1198	77.8197	81.4871
13	89.3000	82.5848	85.8609	88.1936	94.5712
14	88.8000	82.0760	85.8609	91.4140	94.5712
15	88.2000	81.4672	76.5756	85.3685	85.3813	10.94	6.32	9.53
16	87.9000	81.1585	76.5756	85.3685	85.3813
17	87.4000	80.6497	76.5756	88.5889	85.3813
18	86.6000	79.8410	76.5756	88.4139	85.3813
19	85.5000	78.7323	64.8344	77.1458	70.1930
20	85.5000	78.7236	76.5756	87.6947	85.3813
21	84.8000	78.0149	64.8344	74.5798	70.1930
22	84.3000	77.5063	62.5730	73.8606	70.1930
23	84.2000	77.3976	62.5730	73.8606	70.1930
24	83.8000	76.9890	61.4715	70.6402	70.1930
25	83.5000	76.6804	61.4715	72.5517	66.3679
26	83.5000	76.6718	75.3380	84.6557	82.0894
27	82.8000	75.9632	59.7479	70.8864	66.3679
28	82.5000	75.6547	60.3181	71.0614	67.0982
29	82.4000	75.5461	72.0592	82.3295	82.9287
30	82.4000	75.5376	72.2342	82.3295	82.9287