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Table 1

Mean squared errors (MSE) of the obtained 1-hour-ahead demand prediction models on the calibration and validation data sets

ModelCalibration data MSEValidation data MSE
Linear 91.7873 89.6176 
MLP(15) 67.6150 75.6435 
MLP(20) 64.0207 76.0082 
MLP(25) 66.2181 74.2241 
MLP(30) 66.0955 77.8976 
MLP(35) 66.0251 75.3533 
MLP(40) 64.9425 75.0948 
MLP(45) 65.9636 77.0206 
MLP(50) 65.0910 75.8998 
ModelCalibration data MSEValidation data MSE
Linear 91.7873 89.6176 
MLP(15) 67.6150 75.6435 
MLP(20) 64.0207 76.0082 
MLP(25) 66.2181 74.2241 
MLP(30) 66.0955 77.8976 
MLP(35) 66.0251 75.3533 
MLP(40) 64.9425 75.0948 
MLP(45) 65.9636 77.0206 
MLP(50) 65.0910 75.8998 

MLP(i) stands for the multilayer perceptron neural network with i neurons in the hidden layer.

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