Table 2 Comparison of prediction quality ANN (BRM) [1.6.2015–28.6.2015 (data normalized)], with the tested data from the interval [1.6.2015–28.6.2015 (data normalized)]
From: The design of an indirect method for the human presence monitoring in the intelligent building
Number of neurons (−) | MSE training (ppm) | R testing (−) |
|---|---|---|
10 | 8.691·10−3 | 0.61 |
50 | 3.516·10−3 | 0.86 |
100 | 2.935·10−3 | 0.89 |
150 | 1.989·10−3 | 0.93 |
200 | 2.467·10−3 | 0.91 |
250 | 2.072·10−3 | 0.92 |
300 | 4.300·10−3 | 0.85 |
350 | 1.894·10−3 | 0.93 |
400 | 2.692·10−3 | 0.90 |
450 | 1.693·10−3 | 0.94 |
500 | 1.640·10−3 | 0.94 |
550 | 1.893·10−3 | 0.93 |
600 | 3.178·10−3 | 0.89 |
650 | 2.181·10−3 | 0.92 |
700 | 3.397·10−3 | 0.88 |
750 | 1.990·10−3 | 0.93 |
800 | 1.798·10−3 | 0.93 |