The effective modelling of nonlinear air quality data, clear interpretability, and enhanced adaptive prediction emphasise the significance of employing T-S FIS for AQI prediction. This motivates researchers to adopt T-S FIS to advance decision-making in air quality management, with the ultimate goal ...