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Table 1 The effect of different inputs on optimized network performance

From: Short-term prediction of NO2 and NO x concentrations using multilayer perceptron neural network: a case study of Tabriz, Iran

Output

Input

R 2

Output

Input

R 2

NO x

Meteorological parameter

0.80

NO x and NO2

Meteorological parameter

0.78

0.81

NO2

Meteorological parameter

0.82

NO x and NO2

Meteorological parameter + O3+ NO (predicted)

0.89

0.90

NO x

Meteorological parameter + O3

0.86

NO x

Meteorological parameter + O3+ NO (predicted)

0.94

NO2

Meteorological parameter + O3

0.85

NO2

Meteorological parameter + O3+ NO (predicted)

0.92

NO x and NO2

Meteorological parameter + O3

0.84

NO x and NO2

Meteorological parameter + O3 + SO2

0.84

0.88

0.80