Table 6

Experimentation results with different -step ahead in LSTM2

Step-ahead predictionLSTM2
NARX2
NSERMSENSERMSE
 0.78 119.44 0.35 226.87 
 0.54 168.45 0.31 235.46 
 0.42 196.49 0.41 218.23 
 0.39 201.36 0.32 233.98 
 0.42 188.86 0.33 231.97 
 0.23 220.52 0.28 243.54 
 0.13 239.36 0.31 230.07 
 0.13 231.20 0.41 216.68 
 ≍0 259.75 0.35 223.38 
Step-ahead predictionLSTM2
NARX2
NSERMSENSERMSE
 0.78 119.44 0.35 226.87 
 0.54 168.45 0.31 235.46 
 0.42 196.49 0.41 218.23 
 0.39 201.36 0.32 233.98 
 0.42 188.86 0.33 231.97 
 0.23 220.52 0.28 243.54 
 0.13 239.36 0.31 230.07 
 0.13 231.20 0.41 216.68 
 ≍0 259.75 0.35 223.38 
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