Author

Naeem Ramzan

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Review Open access Jul 2026

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

The findings indicate that artificial neural networks and random forest models were most frequently reported as high performing within individual studies, but direct comparisons across studies are limited by heterogeneity in prediction targets, validation strategies, lead times, heatwave definitions, and performance me...

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