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Author

Pradeep Kumar

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Open access Jul 2026

A BiLSTM-driven framework for operational PM2.5 forecasting: integrating meteorological kinematics for urban air quality management

The accelerating impact of climate change on meteorological dynamics and air quality across India poses a pressing challenge for urban sustainability and public health resilience. In this study, we present a data-driven AI framework based on Bidirectional Long Short-Term Memory (BiLSTM) networks to forecast PM₂.₅ con...

Vinayak Gupta, Yajnaseni Dash, Ankush Goyal et al. · 0 citations

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