Education

YearsDegree & Institution Notes & Achievements
2020–24PhD in Engineering
Cambridge University, UK
Awards Amelia Earhart Fellowship
Thesis Real-time data assimilation in nonlinear dynamical systems
Examiners Prof. Girolami & Prof. Parente
Funding Cambridge Trust | EPSRC | Rolls Royce
2018–19MPhil in Energy Technologies
Cambridge University, UK
Awards Examiners’ Prize | Hawk’s Trust award
Funding Barrié Foundation Fellowship
2014–18BSc in Energy Engineering
University of Vigo, Spain
Awards End-of-degree 2nd national prize

Academic Positions

YearsInstitutionNotes
2025–Research Associate in Scientific Machine Learning
Aeronautics Department, Imperial College London, UK
UKRI project Excalibur
2024–25Research Assistant/Associate in Scientific Machine Learning
Aeronautics Department, Imperial College London, UK
UKRI project AI for Net zero

Invited talks

YearEventPresentation
2025Data-Centric Engineering JournalReal-time digital twins: unifying bias-aware data assimilation and machine learning
2024The Alan Turing Institute
Φ‑ML meets Engineering seminar series
Real-time data assimilation in nonlinear thermoacoustic instabilities
2024The AI for Net Zero Webinar SeriesA real-time digital twin of a hydrogen-fuelled annular combustor

Conference Presentations

YearConferencePresentation
2025Joint Euromech DFD & 2nd ERCOFTAC ML for Fluid Dynamics
London, UK
Real-time digital twins of turbulent flows
Nóvoa & Magri
2024AI for Net Zero Conference
Exeter, UK
Generalizable real-time digital twins for net-zero aviation
Nóvoa & Magri
2024APS-DFD 69th
Salt Lake City, US
A real-time digital twin of nonlinear azimuthal thermoacoustics
Nóvoa, Noiray, Dawson & Magri
2024ECCOMAS 9th
Lisbon, Portugal
Inferring Unknown Unknowns with the Regularized Bias-Aware Ensemble Kalman Filter
Nóvoa & Magri
2024ERCOFTAC ML for Fluid Dynamics
Paris, France
Real-Time Inference of Model Errors from Experimental Data: Application in Hydrogen-Based Annular Combustors
Nóvoa, Noiray, Dawson & Magri
2023APS-DFD 68th
Washington DC, US
Real-time digital twins of thermoacoustic instabilities in hydrogen-fuelled annular combustors
Nóvoa, Noiray, Dawson & Magri
2023Workshop in Data-driven Methods, ML and Optimization in Fluid Mechanics
Leeds, UK
Real-time bias-aware data assimilation
Nóvoa, Racca & Magri
2022APS-DFD 67th
Indianapolis, US
Real-time data assimilation for model-error inference
Nóvoa & Magri
2022EFMC 14th
Athens, Greece
Real-time thermoacoustic data assimilation with reservoir computing
Nóvoa, Racca & Magri
2021APS-DFD 66th
Phoenix, US
Real-time data assimilation of nonlinear thermoacoustics
Nóvoa, Noiray & Magri
2021UK Fluids Conference
Online
Data assimilation of thermoacoustics
Nóvoa & Magri
2020APS-DFD 65th
Online
A Bayesian approach for predicting and filtering linear and nonlinear thermoacoustic oscillations
Nóvoa & Magri