Research Article

[Retracted] Intelligent Forecasting of Air Quality and Pollution Prediction Using Machine Learning

Table 7

Forecasting air quality levels.

S. noDeployment modelsPredicted PM2.5 range (PClow-PChigh)Default PM2.5 range (AQRlow-AQRhigh)Air quality levelsImpact on health

1.Xgb0-18.5830~30.0GoodAir is good for health
2.KNN18.583-25.023
3.Adab25.023-28.234
4.RF28.234-49.03231.0~60.0SatisfactoryAir is acceptable
5.RL49.032-51.334
6.LR51.334-65.34561.0~90.0Moderately pollutedIrritation symptoms occur
No models were foundNot in predicted range91.0~120.0
121.0~250.0
250+
Poor
Very poor
Severe
Cause respiratory diseases