F. Nobile, S. Riffaud, T. T. Trindade, "Dynamical Low-Rank Ensemble Kalman filter for State/Parameter estimation", arXiv preprint arXiv:2602.06614 (2026).
CV
Education
- PhD in applied mathematics and scientific computing, Université de Bordeaux, 2020
- MS in applied mathematics and scientific computing, Ensimag - Grenoble INP, 2017
- BS in mathematics, Université de Bordeaux, 2015
Work experience
Postdoctoral researcher (Dec. 2023 - Today)
École Polytechnique Fédérale de Lausanne (Switzerland)
Research topics:
– Dynamical low-rank approximations for data assimilation
– Reduced-order and machine learning surrogates for turbulent flows
Postdoctoral advisors: Prof. Fabio Nobile and Prof. Jürg A. SchiffmannPostdoctoral researcher (Nov. 2021 - Nov. 2023)
Centre Inria de Paris (France)
Research topic: Low-rank methods for inverse problems and uncertainty quantification
Postdoctoral advisors: Damiano Lombardi and Miguel A. FernándezPostdoctoral researcher (Apr. 2021 - Oct. 2021)
Centre Inria de Bordeaux (France)
Research topic: Graph-based methods for geometry extraction of abdominal aortic aneurysms
Postdoctoral advisor: Prof. Angelo IolloScientific stay (Jan. 2020 - Apr. 2020)
Stanford University (USA)
Research topic: Space-local reduced-order modeling for compressible flows
Collaborators: Prof. Angelo Iollo and Prof. Charbel FarhatDoctoral student (Oct. 2017 - Nov. 2020)
Université de Bordeaux (France)
Research topic: Projection-based reduced-order models for transport-dominated and kinetic equations
PhD supervisor: Prof. Angelo Iollo
Skills
- Programming languages: Maple, Matlab, Python, Julia, Fortran, C++.
- Software and libraries: FreeFem++, OpenMP, MPI, ScaLAPACK, PETSc, OpenFOAM.
Publications
- Dynamical Low-Rank Ensemble Kalman filter for State/Parameter estimation
- Robust high-order low-rank BUG integrators based on explicit Runge-Kutta methods
F. Nobile, S. Riffaud, "Robust high-order low-rank BUG integrators based on explicit Runge-Kutta methods", arXiv preprint arXiv:2502.07040 (2025).
- Preconditioners for multilinear problems arising in parametric Partial Differential Equations
D. Lombardi, S. Riffaud, "Preconditioners for multilinear problems arising in parametric Partial Differential Equations", Numerical Linear Algebra with Applications (2025), vol.32, no 5, p. e70037.
- Accurate and robust predictions for model order reduction via an adaptive, hybrid FOM/ROM approach
S. Riffaud, "Accurate and robust predictions for model order reduction via an adaptive, hybrid FOM/ROM approach", Journal of Computational Physics 523 (2025), p. 113677.
- A low-rank solver for parameter estimation and uncertainty quantification in linear time dependent systems of Partial Differential Equations
S. Riffaud, M. A. Fernández, D. Lombardi, "A low-rank solver for parameter estimation and uncertainty quantification in time-dependent systems of Partial Differential Equations", Journal of Scientific Computing 99 (2024), no 2, p. 34.
- Automatic branch detection of the arterial system from abdominal aortic segmentation
S. Riffaud, G. Ravon, T. Allard, F. Bernard, A. Iollo, C. Caradu, "Automatic branch detection of the arterial system from abdominal aortic segmentation", Medical & Biological Engineering & Computing 60 (2022), no 9, p. 2639–2654.
- The DGDD method for reduced-order modeling of conservation laws
S. Riffaud, M. Bergmann, C. Farhat, S. Grimberg, A. Iollo, "The DGDD method for the reduced-order modeling of conservation laws", Journal of Computational Physics 437 (2021), p. 110336.
- ROMs : convergence between HPC and data for fluid mechanics
S. Riffaud, "Reduced-order models: convergence between HPC and data for fluid mechanics", PhD thesis, Université de Bordeaux (2020).
- Reduced-order model for the BGK equation based on POD and optimal transport
F. Bernard, A. Iollo, S. Riffaud, "Reduced-order model for the BGK equation based on POD and optimal transport", Journal of Computational Physics 373 (2018), p. 545-570.
Talks
- I2M internal seminar
Talk in a seminar, Marseille (France)
- LJAD internal seminar
Talk in a seminar, Nice (France)
- LMJL internal seminar
Talk in a seminar, Nantes (France)
- ARIA workshop
Talk in a minisymposium, Bidart (France)
- UNCECOMP 2025
Talk in a minisymposium, Rhodes (Greece)
- Swiss Numerical Analysis Day
Poster presentation, Geneva (Switzerland)
- ECCOMAS 2024
Talk in a minisymposium, Lisbon (Portugal)
- Simulation of data assimilation under a PDE constraint
Talk in a seminar, Laboratoire Jacques-Louis Lions, Paris (France)
- CSQI internal seminar
Talk in seminar, École Polytechnique Fédérale de Lausanne, Lausanne (Switzerland)
- UNCECOMP 2023
Talk in a minisymposium, Athens (Greece)
- M2P 2023
Talk in a minisymposium, Taormina (Italy)
- CFC 2023
Keynote lecture in a minisymposium, Cannes (France)
- CMBE 2022
Talk in a minisymposium, Milan (Italy)
- SIAM CSE 2019
Talk in a minisymposium, Spokane (USA)
- ECCOMAS 2018
Talk in a minisymposium, Glasgow (UK)
- MOREPAS 2018
Poster presentation, Nantes (France)
