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Department of Applied Mathematics and Theoretical Physics

Professor Peter Howard Haynes

Publications

Replacing Tunable Parameters in Weather and Climate Models With State‐Dependent Functions Using Reinforcement Learning
P Nath, S Schemm, H Moss, P Haynes, E Shuckburgh, MJ Webb
– Journal of Advances in Modeling Earth Systems
(2026)
18,
e2026MS005745
(doi: 10.1029/2026MS005745)
Replacing Tunable Parameters in Weather and Climate Models with State-Dependent Functions using Reinforcement Learning
P Nath, S Schemm, H Moss, P Haynes, E Shuckburgh, MJ Webb
(2026)
(doi: 10.22541/essoar.176859085.59276820/v2)
FedRAIN-Lite: Federated Reinforcement Algorithms for Improving Idealised Numerical Weather and Climate Models
P Nath, S Schemm, H Moss, P Haynes, E Shuckburgh, M Webb
– CoRR
(2026)
abs/2508.14315,
(doi: 10.5194/egusphere-egu26-351)
Making Tunable Parameters State-Dependent in Weather and Climate Models with Reinforcement Learning
P Nath, S Schemm, H Moss, P Haynes, E Shuckburgh, MJ Webb
(2026)
(doi: 10.22541/essoar.176859085.59276820/v1)
FedRAIN-Lite: Federated Reinforcement Algorithms for Improving Idealised Numerical Weather and Climate Models.
P Nath, H Moss, P Haynes, E Shuckburgh, M Webb
(2025)
(doi: 10.22541/essoar.176265594.46820198/v1)
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)
(doi: 10.22541/essoar.175309021.13899758/v1)
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
(doi: 10.1017/jfm.2025.40)
Moisture transport by convective overshoots in the tropical tropopause layer
CW Powell, PH Haynes, AD Ming, JR Taylor
– Weather
(2025)
80,
206
(doi: 10.1002/wea.7689)
Moisture transport by convective overshoots in the tropical tropopause layer
CW Powell, PH Haynes, AD Ming, JR Taylor
– Weather
(2025)
80,
206
(doi: 10.1002/wea.7689)
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Research Group

Atmosphere-Ocean Dynamics

Email

P.H.Haynes@damtp.cam.ac.uk

Room

G1.13

Telephone

01223 337862

Personal homepage

http://www.damtp.cam.ac.uk/user/phh/

Study at Cambridge

About the University

Research at Cambridge