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Emily Shuckburgh

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#machine learning Preprint Sep 2026

Online Reinforcement Learning in the Met Office Unified Model through Distributed Model-Agent Coupling

Machine-learnt corrections can complement numerical weather prediction provided that they operate stably within an evolving numerical model. In this study, we couple the Met Office (UKMO) Unified Model (UM) with distributed reinforcement-learning agents through rank-local tensors. A column-aware deep deterministic poli...

Pritthijit Nath, S. Schemm, Peter Haynes et al. · 0 citations

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