Air transportation plays an essential role in Indonesia, the world’s largest archipelagic country, in supporting connectivity and national economic growth. This study aims to predict the number of air passengers using a machine learning model based on annual time series data (1970–2021) from the World Bank. In the preprocessing stage, a Fuzzy Logic method based on the Non-Stationary Fuzzy T…