Table 10 Comparison of prediction quality ANN (BRM) [8.6.2015–14.6.2015 (data normalized)], with the tested data from the interval [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 (−) | MSE training (ppm) | R testing (−) |
|---|---|---|
10 | 4.739·10−3 | 0.92 |
50 | 3.550·10−3 | 0.94 |
100 | 2.117·10−3 | 0.96 |
150 | 2.923·10−3 | 0.95 |
200 | 2.819·10−3 | 0.95 |
250 | 3.417·10−3 | 0.94 |
300 | 5.311·10−3 | 0.91 |
350 | 6.680·10−3 | 0.90 |
400 | 2.021·10 −3 | 0.97 |
450 | 4.247·10−3 | 0.93 |
500 | 4.651·10−2 | 0.59 |
550 | 3.580·10−3 | 0.94 |
600 | 2.249·10−3 | 0.96 |
650 | 2.934·10−3 | 0.95 |
700 | 1.649·10−2 | 0.79 |
750 | 2.383·10−3 | 0.96 |
800 | 2.289·10−3 | 0.96 |