About the project:

Extreme Weather Storylines via Generative AI

Supervisor: Dr Tobias Grafke, University of Warwick

Generative machine learning techniques, as known for example from large language models or image generation, have recently also taken the atmospheric dynamics and weather forecast communities by storm.

At the same time, due to anthropogenetic climate change, society faces elevated risk from extreme weather events such as flash floods, heatwaves, or tropical cyclones.

This project aims to combine generative weather prediction models with rare event techniques to generate plausible trajectories of the weather system exhibiting extreme weather events.

The ECMWF machine learning division has agreed to provide data and support the project in adapting their in-house intermediate-resolution generative weather model.

About HetSys: Harnessing Data, Modelling and Simulation for Real‑World Impact

HetSys (Centre for Doctoral Training in Modelling of Heterogeneous Systems) at the University of Warwick is an innovative, interdisciplinary fully funded PhD programme that brings together science, engineering, and mathematics to tackle some of the most pressing challenges of our time.

• Big Questions, Real Impact – From climate modelling and sustainable energy to advanced materials and biomedical systems, HetSys projects apply cutting‑edge computational and mathematical techniques to problems with global significance.
• Interdisciplinary Training – Students gain expertise across physics, engineering, computer science, and applied mathematics, developing versatile skills that open doors to both academia and industry.
• Collaborative Environment – Work alongside leading researchers and industry partners in a supportive, vibrant community that values curiosity, creativity, and collaboration.
• Future‑Focused Careers – HetSys graduates are equipped with highly sought‑after skills in modelling, simulation, and data science, preparing them for impactful careers in research, technology, and beyond.

If you’re excited by the idea of using advanced modelling and simulation to solve complex, real‑world problems, HetSys offers the perfect environment to push boundaries and make a difference.