The used NN are listed in table 1.
|
_______________________Set 1_______________________ |
_____________________Set 2_____________________ | ||||
|
Topology |
Order |
Learning Law |
Topology |
Order |
Learning Law |
|
FF |
Bm |
FF |
Bm | ||
|
FF |
Bp |
FF |
Bp | ||
|
FF |
_____Sn_____ | ||||
|
Self |
DA |
Bp |
Self ~ |
DA |
Bp |
|
Self |
DA |
Bm | |||
|
Self |
SA |
Bm | |||
|
Self |
SA |
Bp | |||
|
Tasm |
DA |
Bm |
Tasm |
DA |
Bm |
|
Tasm |
DA |
Bp |
Tasm |
DA |
Bp |
|
Tasm |
SA |
Bm |
Tasm |
SA |
Bm |
|
Tasm |
SA |
Bp |
Tasm |
SA |
Bp |
|
Tasm |
SA |
Cm | |||
|
Tasm |
SA |
_____Sn_____ | |||
|
Learning Law: Bp = Back Propagation (standard) Sn = Sine Net (Semeion) Topology: FF = Feed Forward (standard) Self = Self Recurrent Network (Semeion) Order: DA = Dynamic and Adaptive Recurrency (Semeion) _____________________________SA = Static and Adaptive Recurrency (Semeion____________________ | |||||
Table 1 - The different architectures of SANN
7. Learning and validation of the SANNs
The Statistical functions used to evaluate the results are presented in Annexe 2. Each
function measures, separately, the error of each output vector component of SANNs
related to the correspondent Target value given in Input.
The first evaluation of the results is given by the statistical functions in table 2.
|
Residential |
Industrial |
Commercial |
Average | |
|
RMSE |
0.06756 |
0.05543 |
0.03290 |
0.09338 |
|
Real Error |
-0.00262 |
-0.00938 |
-0.00550 |
-0.00583 |
|
Relative Error |
0.05983 |
0.04911 |
0.01867 |
0.04254 |
|
Error Variance |
0.11412 |
0.09735 |
0.05214 |
0.08787 |
|
NMSE |
0.15737 |
0.22162 |
0.38873 |
0.25591 |
|
Squared R |
0.84310 |
0.78374 |
0.62216 |
0.74967 |
|
Linear Corr. |
0.91820 |
0.88529 |
0.78877 |
0.86409 |
Table 2 - Statistical measures of validation
12
More intriguing information
1. THE ECONOMICS OF COMPETITION IN HEALTH INSURANCE- THE IRISH CASE STUDY.2. Synthesis and biological activity of α-galactosyl ceramide KRN7000 and galactosyl (α1→2) galactosyl ceramide
3. The name is absent
4. The name is absent
5. The Mathematical Components of Engineering
6. Estimated Open Economy New Keynesian Phillips Curves for the G7
7. Notes on an Endogenous Growth Model with two Capital Stocks II: The Stochastic Case
8. Short- and long-term experience in pulmonary vein segmental ostial ablation for paroxysmal atrial fibrillation*
9. NATIONAL PERSPECTIVE
10. Strategic Planning on the Local Level As a Factor of Rural Development in the Republic of Serbia