Table of Contents
Research topics
- Numerical methods for kinetic and hyperbolic equations
- Scientific machine learning
- Micro-macro modeling in collective cell dynamics
- Applications in plasma physics
Current research projects
- INRIA Macaron team
- Action Exploratoire INRIA, MARQ (2023-2026)
- ANR Mapeflu, Modelling the effect of apoptosis on epithelial fluidity (2023-2026)
- ANR Milk, MachIne Learning for reduced Kinetic models (2022-2025)
- PEPR NUMPEX Pilier Exama (2023-2028)
- PEPR IA projet PDE-IA (2023-2028)
Supervision
PhD
- Nicolas Pailliez (Oct. 2024-…, supervised with E. Franck, V. Michel-Dansac, S. Pamela). Représentation implicite neuronale et apprentissage d’opérateurs pour les problèmes multi-échelles en physique.
- Claire Schnoebelen (Oct. 2023-…, supervised with E. Opshtein, E. Franck). Méthodes géométriques pour les problèmes d’ondes
- Roxana Sublet (Oct. 2023-…, supervised with M. Szopos). Models for collective cell dynamics.
- Yassin Rhalil (Oct. 2022-…, consultant, supervised by B. Famaey). Galactic potential reconstruction.
- Guillaume Steimer (Oct. 2021-.., supervised with R. Côte, E. Franck, V. Vigon). Réduction de modèles par apprentissage profond pour la physique des plasmas
- Léo Bois (Oct. 2020 - Dec. 2023, supervised with P. Helluy, E. Franck, V. Vigon). Méthodes numériques basées sur l’apprentissage pour les EDP hyperboliques et cinétiques [ tel-04314459v1]
- Mickaël Bestard (Oct. 2020 - Dec. 2023, supervised with Y. Privat and E. Franck). Optimal control of nonlinear hyperbolic systems on networks: gradient-based and deep learning approaches [ tel-04327861v1]
- Romane Hélie (Oct. 2019 - March 2023, supervised with P. Helluy, E. Franck). Relaxation scheme for the simulation of plasmas in tokamaks [ tel-04034510v2]
- Pierre Gerhard (Oct. 2015 - Jan. 2020, supervised with P. Helluy and C. Foy). Réduction de modèles cinétiques et applications à l’acoustique du bâtiment [ tel-02445322v3]
- Nhung Pham (Oct. 2012 - Dec. 2016, supervised with P. Helluy). Méthodes numériques pour l’équation de Vlasov réduite [ tel-01412750v2]
Post-doctoral
- Leopold Trémant (Jan. 2023 - Aug. 2024, supervised with E. Franck, C. Courtès, M. Kraus), Geometric learning for ordinary differential equations.
- Youssouf Nasseri, (Oct. 2022 - Sept. 2024, supervised with E. Franck, C. Courtès, V. Vigon), Reduced models for the Vlasov Fokker-Planck system using deep learning.
- Ali Elarif (Jan. 2021 - Feb. 2022, supervised with M. Mehrenberger), Semi-Lagrangian methods for solutions with strong gradients.
Papers
Submitted
Reduced models and applications
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R. Côte, E. Franck, L. Navoret, V. Vigon, G. Steimer, Reduced order modeling using auto-encoder and Hamiltonian neural networks, Commun. in Comput. Phys., to appear, 2024. [ hal-04237799]
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C. Courtès, E. Franck, K. Lutz, L. Navoret, Y. Privat, Reduced modelling and optimal control of epidemiological individual‐based models with contact heterogeneity, Optimal Control Applications and Methods, 45(2), pp. 459-493, 2024. [ doi:10.1002/oca.2970][ hal-03664271]
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L. Bois, E. Franck, L. Navoret, V. Vigon, A neural network closure for the Euler-Poisson system based on kinetic simulations, Kinet. Relat. Models, 15(1), pp. 49-89, 2022. [ doi:10.3934/krm.2021044] [ hal-02965954]
Conference papers
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E. Franck, I. Lannabi, Y. Nasseri, L. Navoret, G. Parasiliti, G. Steimer, Hyperbolic reduced model for Vlasov-Poisson equation with Fokker-Planck collision, Esaim Proc., 2024. [ hal-04099697]
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S. Guisset, M. Gutnic, P. Helluy, M. Massaro, L. Navoret, N. Pham, M. Roberts, Lagrangian/Eulerian solvers and simulations for Vlasov-Poisson , ESAIM: Proc., 53, pp. 120-132. 2016. [ doi:10.1051/proc/201653008] [ hal-01239673]
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P. Helluy, L. Navoret, Nhung Pham, A. Crestetto, Reduced Vlasov-Maxwell simulations, Comptes Rendus Mécanique, 342(10-11):619–635, 2014. [ doi:10.1016/j.crme.2014.06.008] [ hal-00957045]
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P. Helluy, M. Massaro, L. Navoret, N. Pham, and T. Strub, Reduced Vlasov-Maxwell modeling, In PIERS Proceedings, Guangzhou, 2014, pages 2628–2632, 2014. [ hal-01097228]
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N. Pham, P. Helluy, L. Navoret, Hyperbolic approximation of the Fourier transformed Vlasov equation, In ESAIM: Proc., Congrés SMAI, Seignosse, 27-31 mai 2013, volume 45, pages 379–389. EDP Sciences, 2014. [ doi:10.1051/proc/201445039] [ hal-00872972]
Implicit schemes for multi-scale hyperbolic problems
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T. Bellotti, P. Helluy, L. Navoret, Fourth-order entropy-stable lattice Boltzmann schemes for hyperbolic systems, SIAM J. Sci. Comput., to appear, 2024. [ hal-04510582]
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N. Chaudhuri, L. Navoret, C. Perrin, E. Zatorska
Hard congestion limit of the dissipative Aw-Rascle system
Nonlinearity, 37, 2024.
[ doi:10.1088/1361-6544/ad2b14] [ hal-03786853] -
M. Boileau, B. Bramas, E. Franck, R. Hélie, P. Helluy, L. Navoret
Parallel kinetic scheme for transport equations in complex toroidal geometry
The SMAI Journal of computational mathematics, 8, pp. 249-271, 2022.
[ doi:10.3934/krm.2021044] [ hal-02404082v2] -
F. Bouchut, E. Franck, L.Navoret, A low cost semi-implicit low-Mach relaxation scheme for the full Euler equations, J. Scientific Comput., 83 (24), 2020. [ doi:10.1007/s10915-020-01206-z] [ hal-02420859]
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C. Courtès, D. Coulette, E. Franck, L. Navoret, Vectorial kinetic relaxation model with central velocity. Application to implicit relaxations schemes, Commun. in Comput. Phys., 27, pp. 976-1013, 2020. [ doi:10.4208/cicp.OA-2019-0013 ] [ hal-01942317v1]
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D. Coulette, E. Franck, P. Helluy, M. Mehrenberger, L. Navoret. High-order implicit palindromic discontinuous Galerkin method for kinetic-relaxation approximation, Computer and Fluids, 190, pp. 485-502, 2019. [ doi:10.1016/j.compfluid.2019.06.007 ] [ hal-0170661]
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P. Degond, P. Minakowski, L. Navoret, E. Zatorska, Finite volume approximations of the Euler system with variable congestion
Computers and Fluids, 169, pp. 23–39, 2018. [ doi:10.1016/j.compfluid.2017.09.007] [ hal-01651479] -
P. Degond, J. Hua, L. Navoret, Numerical simulations of the Euler system with congestion constraint, J. Comp. Phys., 230(22), pp. 8057-8088, 2011. [ doi:10.1016/j.jcp.2011.07.010] [ hal-01651479v1]
Conference papers
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E. Franck, L. Navoret, Semi-implicit two-speed Well-Balanced relaxation scheme for Ripa model, FVCA, 2020. [ doi:10.1007/978-3-030-43651-3_70] [ hal-02407820]
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R. Hélie, P. Helluy, E. Franck, L. Navoret, Kinetic over-relaxation method for the convection equation with Fourier solver, FVCA, 2020. [ doi:10.1007/978-3-030-43651-3_71] [ hal-02427044]
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F. Drui, E. Franck, P. Helluy, L. Navoret, An analysis of over-relaxation in kinetic approximation, Comptes Rendus Mécanique, 347(3), 259-269, 2019. [ doi:10.1016/j.crme.2018.12.001] [ hal-01839092]
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D. Coulette, E. Franck, P. Helluy, M. Mehrenberger, L. Navoret, Palindromic discontinuous Galerkin method, FVCA 2017: Finite Volumes for Complex Applications VIII - Hyperbolic, Elliptic and Parabolic Problems, pp 171-178, 2017. [ doi:10.1007/978-3-319-57394-6_19] [ hal-01653049]
Numerical schemes for kinetic and hyperbolic problems
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L. Bois, E. Franck, L. Navoret, V. Vigon. Optimal control deep learning approach for viscosity design in DG schemes. J. Sci. Comput., to appear. [ hal-04213057]
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E. Franck, V. Michel-Dansac, L. Navoret, Approximately well-balanced Discontinuous Galerkin methods using bases enriched with Physics-Informed Neural Networks, J. Comp. Phys., 2024, [ hal-04246991v2]
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M. Bestard, E. Franck L. Navoret, Y. Privat, Optimal scenario for road evacuation in an urban environment, ZAMP, 2024. [ hal-04253010v1]
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M. Mehrenberger L Navoret, N. Pham, Recurrence phenomenon for Vlasov-Poisson simulations on regular finite element mesh, Commun. in Comput. Phys., 28, pp. 877-901, 2020. [ doi:10.4208/cicp.OA-2019-0022] [ hal-01942708]
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P. Degond, F. Deluzet, L. Navoret, A.-B. Sun, M.-H. Vignal. Asymptotic-Preserving Particle-In-Cell method for the Vlasov-Poisson system near quasi-neutrality, J. Comp. Phys., 229(16), pp. 5630-5652, 2010. [ doi:10.1016/j.jcp.2010.04.001] [ hal-00629561]
Conference papers
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M. Mehrenberger, L. Navoret, A.-T. Vu, Composition schemes for the guiding-center model, FVCA, 2023. [ doi:10.1007/978-3-031-40860-1_25] [ hal-04035921]
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M. Badsi, M. Mehrenberger, L. Navoret, Numerical stability of plasma sheath, ESAIM:Proc., 64, 17-36, 2018. [ doi:10.1051/proc/201864017] [ hal-01676656]
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M. Billaud Friess, B. Boutin, F. Caetano, G. Faccanoni, S. Kokh, F. Lagoutière, L. Navoret, A second order anti-diffusive Lagrange-Remap scheme for two-component flows, ESAIM: Proc., vol. 32, p. 149-162 (2011) doi:10.1051/proc/2011018 [ hal-00708605]
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F. Charles, N. Vauchelet, C. Besse, T. Goudon, I. Lacroix-Violet, J.-P. Dudon, L. Navoret, Numerical approximation of Knudsen layer for the Euler-Poisson system, ESAIM: Proc., vol. 32, p. 177-194 (2011). doi:10.1051/proc/2011018 [ hal-00708605]
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P. Degond, F. Deluzet, L. Navoret, An asymptotically stable Particle-in-Cell (PIC) scheme for collisionless plasma simulations near quasineutrality, C. R. Acad. Sci. Paris, Ser I, vol. 343, pp. 613-618 (2006). [ doi:10.1016/j.crma.2006.09.033]
Mathematical modelling of collective dynamics and applications in cell physics
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S. Lo Vecchio, O. Pertz, M. Szopos, L. Navoret, D. Riveline, Spontaneous rotations in epithelia as an interplay between cell polarity and RhoA activity at boundaries, Nature Physics, 20, pp. 322–331, 2024. [ doi:10.1038/s41567-023-02295-x] [ hal-03427805]
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S. Lo Vecchio, R. Thiagarajan, D.Caballero, V. Vigon, L. Navoret, R. Voituriez, D. Riveline, Cell motion as a stochastic process controlled by focal contacts dynamics, Cell Systems, 10(6), 2020.
[ doi:10.1016/j.cels.2020.05.005] [ hal-02886195] -
B. Grec, B. Maury, N. Meunier, L. Navoret, A 1D model of leukocyte adhesion coupling bond dynamics with blood velocity, Journal of theoretical biology, 452, 35-46, 2018. [ doi:10.1016/10.1016/j.jtbi.2018.02.021] [ hal-01566770]
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P. Degond, L. Navoret, A multi-layer model for self-propelled disks interacting through alignment and volume exclusion, Math. Models Methods Appl. Sci., 25(13), 2439-2475, 2015. [ doi:10.1142/S021820251540014X ] [ hal-01118377]
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L. Navoret, A two-species hydrodynamic model of particles interacting through self-alignment, Math. Models Methods Appl. Sci., 23, pp. 1067, 2013. [ doi:10.1142/S0218202513500036] [ arXiv:1401.1379]
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S. Motsch, L. Navoret, Numerical simulation of a non-conservative hyperbolic problem with geometric constraints describing swarming behaviour, Multiscale Model. Simul., 9(3), pp. 1253-1275, 2011.
[ doi:10.1137/100794067] [n arxiv:0910.2951] -
P. Degond, L. Navoret, R. Bon, D. Sanchez, Congestion in a macroscopic model of self-driven particles modeling gregariousness, J. Stat. Phys., vol. 138, pp. 85-125 (2010). [ doi:10.1007/s10955-009-9879-x ] [ hal-00409844]
Conference papers
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A. Cucchi, C. Etchegaray, N. Meunier, L. Navoret, L. Sabbagh, Cell migration in complex environments: chemotaxis and topographical obstacles,ESAIM: Proceedings and Surveys, 2020. [ doi:10.1051/proc/202067012] [ hal-02126709v2]
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C. Etchegaray, B. Grec, B. Maury, N. Meunier, L. Navoret, An integro-differential equation for 1D cell migration, Integral Methods in Science and Engineering (IMSE), 2014, Karlsruhe, Germany. Springer, pp.195-207, 2015, Integral Methods in Science and Engineering – Theoretical and Computational Advances. [ doi:10.1007/978-3-319-16727-5_17] [ hal-01083510]
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P. Degond, A. Frouvelle, J.-G. Liu,S. Motsch, L. Navoret, Macroscopic models of collective motion and self-organization, Séminaire Laurent Schwartz — EDP et applications (2012-2013), Exp. No. 1, 27 p. [ numdam:10.5802/slsedp.32]
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L. Navoret, R. Bon, P. Degond, J. Gautrais, D. Sanchez, G. Theraulaz
Analogies between social interactions models and supply chains, ECMI 2008 Proceedings (2010) [ doi:10.1007/978-3-642-12110-4_84] [ hal-01872081v1]
Theses
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L. Navoret, Models and numerical methods for multiscale transport problems, HDR Thesis, Université de Strasbourg, 2024 [ tel-04826632]
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L. Navoret, Méthodes asymptotico-numériques pour des problèmes issus de la physique des plasmas et de la modélisation des interactions sociales, PhD Thesis, Université Toulouse - Paul Sabatier, 2010 [ tel-00568232]