Table 6 Comparison of prediction quality ANN (BRM) [1.2.2015–28.2.2015 (data normalized)], with the tested data from the interval [1.2.2015–28.2.2015 (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 | 4.946·10−3 | 0.55 |
50 | 2.179·10−3 | 0.83 |
100 | 1.706·10−3 | 0.87 |
150 | 1.708·10−3 | 0.87 |
200 | 1.426·10−3 | 0.89 |
250 | 1.316·10−3 | 0.90 |
300 | 1.410·10−3 | 0.89 |
350 | 1.209·10−3 | 0.91 |
400 | 1.240·10−3 | 0.91 |
450 | 1.147·10−3 | 0.91 |
500 | 1.204·10−3 | 0.91 |
550 | 1.287·10−3 | 0.90 |
600 | 1.017·10 −3 | 0.93 |
650 | 1.137·10−3 | 0.92 |
700 | 1.269·10−3 | 0.91 |
750 | 1.134·10−3 | 0.92 |
800 | 1.555·10−3 | 0.89 |