Research Article

Data Normalization to Accelerate Training for Linear Neural Net to Predict Tropical Cyclone Tracks

Table 2

Variable information of the data set.

Variable Min. Max. Mean Std. Meaning

Lon. v1 105.3 123.0 114.7 4.2 Initial lon. (E)
Lon. v2 −39.8 23.1 −9.1 10.3 Zonal motion at −12 h
Lon. v3 −36.1 20.8 −9.3 9.7 Zonal motion at −24 h
Lon. v4 106 130 116.8 4.9 Lon. (E) at −12 h
Lon. v5 −43.9 20.8 −9.6 10.3 Zonal motion from −24 to −12 h
Lon. v6 −4.5 2.7 −1.0 1.2 Lon. difference between 0 and −12
Lon. v7 106.0 124.6 115.2 4.3 Lon. (E) at −6 h
Lon. v8 106.0 128.3 116.3 4.7 Lon. (E) at −24 h
Lon. t 101.4 128.3 112.8 4.7 Current lon. (E)

Lat. v1 10.8 23.5 18.7 2.4 Initial lat. (N)
Lat. v2 −39.8 23.1 −9.1 10.3 Zonal motion at −12 h
Lat. v3 −17.4 26.6 4.2 6.5 Meridional motion at −12 h
Lat. v4 −36.1 20.8 −9.3 9.7 Zonal motion at −24 h
Lat. v5 0.0 525.2 50.2 62.0 Squared zonal motion at −24
Lat. v6 10.0 23.7 18.2 2.4 Lat. (N) at −12 h
Lat. v7 −4.5 2.7 −1.0 1.2 Lon. difference between 0 and −12
Lat. v8 −8.2 4.8 −2.1 2.2 Lon. difference between 0 and −24 h
Lat. v9 10.3 23.8 18.5 2.4 Lat. (N) at −6 h
Lat. v10 9.6 24.0 18.0 2.5 Lat. (N) at −24 h
Lat. v11 10 60 23.5 9.9 Max. surface wind at −6 h
Lat. t 12.2 30.0 19.8 2.6 Current lat. (N)