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Soufiana Mekouar

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Open access Nov 2026

Physically consistent dual-attention bidirectional long short-term memory for hourly PM2.5 forecasting with atmospheric signal conditioning

This study aims to develop a physically consistent, dual-attention bidirectional Long Short-Term Memory (BiLSTM) framework for accurate hourly forecasting of PM2.5 concentrations in New Taipei City, Taiwan, and to determine whether multi-scale atmospheric signal conditioning and attention-based temporal modelling can i...

Ibrahim Ouchen, Soufiana Mekouar, Oussama Arab et al. · 0 citations

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