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Publications

Conditioning on PDE Parameters to Generalise Deep Learning Emulation of Stochastic and Chaotic Dynamics
IJS Shokar, RR Kerswell, PH Haynes
(2025)
Conditioning on PDE Parameters to Generalise Deep Learning Emulation of Stochastic and Chaotic Dynamics.
IJS Shokar, RR Kerswell, PH Haynes
– CoRR
(2025)
abs/2509.09599,
Shutdown of Southern Ocean Convective Centennial Variability under Global Warming and Implications for Climate Projections
JP Rosser, A Meijers, P Haynes, MJ Webb
(2025)
Internal waves generated by a plume impinging on a stratified fluid
CW Powell, BR Sutherland, PH Haynes, JR Taylor
– Journal of Fluid Mechanics
(2025)
1006,
r2
Deep Learning of the Evolution Operator Enables Forecasting of Out-of-Training Dynamics in Chaotic Systems
IJS Shokar, PH Haynes, RR Kerswell
(2025)
Moisture transport by convective overshoots in the Tropical Tropopause Layer
CW Powell, PH Haynes, AD Ming, JR Taylor
– Weather
(2025)
80,
206
Moisture transport by convective overshoots in the tropical tropopause layer
CW Powell, PH Haynes, AD Ming, JR Taylor
– Weather
(2025)
80,
206
Deep Learning of the Evolution Operator Enables Forecasting of Out-of-Training Dynamics in Chaotic Systems.
IJS Shokar, PH Haynes, RR Kerswell
– CoRR
(2025)
abs/2502.20603,
A simple dynamical model linking radiative-convective instability, convective aggregation and large-scale dynamics
P Haynes, M Davison
(2025)
The challenge of land in a neural network ocean model
R Furner, P Haynes, DC Jones, D Munday, B Paige, E Shuckburgh
– Environmental Data Science
(2025)
3,
e40
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Research Group

Atmosphere-Ocean Dynamics

Room

G1.13

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01223 337862