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Table 3 Mean RMSE of 100 networks predicting loads of different size (number of homes in the aggregation). Confidence intervals are denoted in Fig. 4

From: Adequacy of neural networks for wide-scale day-ahead load forecasts on buildings and distribution systems using smart meter data

Load size (homes)

  

RMSE (p.u.)

  
 

SLP

MISO-MLP

MIMO-MLP

NAR

NARX

1

0,086

0,104

0,095

0,097

0,188

5

0,077

0,098

0,09

0,084

0,114

25

0,044

0,071

0,049

0,053

0,058

50

0,039

0,06

0,044

0,043

0,043

100

0,032

0,051

0,036

0,039

0,032

200

0,029

0,035

0,029

0,035

0,036

400

0,023

0,03

0,023

0,028

0,033