Deep learning and statistical approaches for area-based PM2.5 forecasting in Hat Yai, Thailand

Abstract PM2.5 pollution poses a significant environmental and health concern across Southeast Asia, including Thailand. This study aims to forecast area-based PM2.5 concentrations in Hat Yai city, Songkhla province, using daily data collected from the Hat Yai monitoring station from 2013 to 2023. T...

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Bibliografski detalji

Glavni autori:	Kasikrit Damkliang, Jularat Chumnaul
Format:	Artigo
Jezik:	Inglês
Izdano:	SpringerOpen 2025-02-01
Serija:	Journal of Big Data
Teme:	Area-based PM2.5 forecasting ConvLSTM1D-BiLSTM Deep learning Machine learning Sliding window configuration Southern Thailand
Online pristup:	https://doi.org/10.1186/s40537-025-01079-9
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