Author

Fahad Ayaz

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Review Open access Jul 2026

Machine Learning for Heatwave Prediction: A Global Scoping Review of Environmental Predictors and Modelling Practices

As extreme heat events increase in frequency, intensity, and duration due to climate change, forecasting these events has become vital for early warning systems, public health preparedness, and climate adaptation strategies, especially in parts of the world that are already subject to extreme heat, such as tropical reg...

Adam Ashford, Fahad Ayaz, M. Shakir et al. · Forecasting · 0 citations

Review Open access Aug 2026

Deep learning techniques for extreme rainfall prediction: a review of state-of-the-art

The analysis reveals a transition from deterministic DI models to hybrid, physics-informed, uncertainty-aware, and operational forecasting systems that increasingly integrate AI with physical knowledge and heterogeneous environmental observations.

Braiton U. Mukhalela, S. Viriri, D. Ndzi et al. · Frontiers in Artificial Inte... · 0 citations