Table 9 Comparison of learning quality ANN (BRM), [8.6.2015–14.6.2015 (data normalized)]
From: The design of an indirect method for the human presence monitoring in the intelligent building
Number of neurons (−) | Time t (hh:mm:ss) | MSE training (ppm) | R training (−) |
|---|---|---|---|
10 | 0:00:07 | 5.74·10−3 | 0.902 |
50 | 0:02:37 | 9.904·10−4 | 0.984 |
100 | 0:04:00 | 2.000·10−3 | 0.967 |
150 | 0:06:42 | 1.766·10−3 | 0.969 |
200 | 0:09:08 | 8.501·10−4 | 0.985 |
250 | 0:13:48 | 1.121·10−3 | 0.971 |
300 | 0:20:16 | 1.232·10−3 | 0.979 |
350 | 0:30:36 | 9.423·10−4 | 0.984 |
400 | 0:43:02 | 1.220·10−3 | 0.980 |
450 | 0:56:39 | 8.365·10−4 | 0.986 |
500 | 1:12:08 | 7.153·10−4 | 0.987 |
550 | 1:28:24 | 1.072·10−3 | 0.983 |
600 | 1:51:25 | 7.726·10 −4 | 0.987 |
650 | 2:09:47 | 1.133·10−3 | 0.98 |
700 | 2:41:31 | 7.869·10−4 | 0.987 |
750 | 3:23:09 | 1.123·10−3 | 0.982 |
800 | 3:55:14 | 9.414·10−4 | 0.984 |