Ira is studying for a PhD, under the supervision of Professor Peter Haynes FRS and Professor Rich Kerswell FRS, as part of the Atmosphere-Ocean Dynamics group and as part of the UKRI Centre for Doctoral Training in the Application of Artificial Intelligence to the study of Environmental Risks.
Research
Ira's research is currently focused on developing probabilistic deep learning methods to emulate stochastically forced turbulent fluid flows - more information can be found here.
Publications
Deep Learning of the Evolution Operator Enables Forecasting of
Out-of-Training Dynamics in Chaotic Systems
(2025)
Stochastic Latent Transformer: Efficient Modelling of Stochastically Forced Zonal Jets.
– CoRR
(2024)
16,
e2023MS004177
(doi: 10.1029/2023ms004177)
Stochastic Latent Transformer: Efficient Modelling of Stochastically
Forced Zonal Jets
(2023)
Learning Stochastic Dynamics with Probabilistic Neural Networks to study Zonal Jets
(2023)
(doi: 10.5194/egusphere-egu23-9121)
Learning Stochastic Dynamics with Probabilistic Neural Networks to study Zonal Jets
(2023)
(doi: 10.5194/egusphere-egu23-9121)