Nawisa Jullapech

Recurrent Deep Learning Models for PM2.5 Time Series Forecasting in Northern Thailand

A comparative evaluation of recurrent neural network architectures for one-day-ahead PM2.5 forecasting using daily observations from four provinces in northern Thailand shows gated architectures show improved responsiveness to abrupt concentration changes relative to the standard RNN, highlighting the importance of mat...