@article{Urzhumov2012, author = {Urzhumov, Y. A. and Smith, D. R.}, title = {Fluid flow control with transformation media}, journal = {Phys. Rev. Lett.}, volume = {107}, pages = {074501}, year = {2011} } @article{Rabault2019, author = {Rabault, J. and Kuchta, M. and Jensen, A. and R{\'e}glade, U. and Cerardi, N.}, title = {Artificial neural networks trained through deep reinforcement learning discover control strategies for active flow control}, journal = {J. Fluid Mech.}, volume = {865}, pages = {281--302}, year = {2019}, doi = {10.1017/jfm.2019.62} } @article{Paris2021, author = {Paris, R. and Beneddine, S. and Dandois, J.}, title = {Robust flow control and optimal sensor placement using deep reinforcement learning}, journal = {J. Fluid Mech.}, volume = {913}, pages = {A25}, year = {2021}, doi = {10.1017/jfm.2020.1170} } @article{Tang2020, author = {Tang, H. and Rabault, J. and Kuhnle, A. and Wang, Y. and Wang, T.}, title = {Robust active flow control over a range of {R}eynolds numbers using an artificial neural network trained through deep reinforcement learning}, journal = {Phys. Fluids}, volume = {32}, pages = {053605}, year = {2020}, doi = {10.1063/5.0006492} } @article{CornejoMaceda2021, author = {Cornejo Maceda, G. Y. and Li, Y. and Lusseyran, F. and Morzy{\'n}ski, M. and Noack, B. R.}, title = {Stabilization of the fluidic pinball with gradient-enriched machine learning control}, journal = {J. Fluid Mech.}, volume = {917}, pages = {A42}, year = {2021}, doi = {10.1017/jfm.2021.301} } @article{Deng2020, author = {Deng, N. and Noack, B. R. and Morzy{\'n}ski, M. and Pastur, L. R.}, title = {Low-order model for successive bifurcations of the fluidic pinball}, journal = {J. Fluid Mech.}, volume = {884}, pages = {A37}, year = {2020}, doi = {10.1017/jfm.2019.959} } @article{Loiseau2018Galerkin, author = {Loiseau, J.-C. and Brunton, S. L.}, title = {Constrained sparse {G}alerkin regression}, journal = {J. Fluid Mech.}, volume = {838}, pages = {42--67}, year = {2018}, doi = {10.1017/jfm.2017.823} } @article{Loiseau2018, author = {Loiseau, J.-C. and Noack, B. R. and Brunton, S. L.}, title = {Sparse reduced-order modelling: sensor-based dynamics to full-state estimation}, journal = {J. Fluid Mech.}, volume = {844}, pages = {459--490}, year = {2018}, doi = {10.1017/jfm.2018.147} } @article{Brunton2016, author = {Brunton, S. L. and Proctor, J. L. and Kutz, J. N.}, title = {Discovering governing equations from data by sparse identification of nonlinear dynamical systems}, journal = {Proc. Natl Acad. Sci. USA}, volume = {113}, pages = {3932--3937}, year = {2016}, doi = {10.1073/pnas.1517384113} } @article{Gautier2015, author = {Gautier, N. and Aider, J.-L. and Duriez, T. and Noack, B. R. and Segond, M. and Abel, M. W.}, title = {Closed-loop separation control using machine learning}, journal = {J. Fluid Mech.}, volume = {770}, pages = {442--457}, year = {2015} } @article{Li2017, author = {Li, R. and Noack, B. R. and Cordier, L. and Bor{\'e}e, J. and Harambat, F.}, title = {Drag reduction of a car model by linear genetic programming control}, journal = {Exp. Fluids}, volume = {58}, pages = {103}, year = {2017} } @article{Schulman2017, author = {Schulman, J. and Wolski, F. and Dhariwal, P. and Radford, A. and Klimov, O.}, title = {Proximal policy optimization algorithms}, journal = {arXiv preprint arXiv:1707.06347}, year = {2017} } @article{Cranmer2023, author = {Cranmer, M.}, title = {Interpretable machine learning for science with {PySR} and {SymbolicRegression.jl}}, journal = {arXiv preprint arXiv:2305.01582}, year = {2023} } @article{Boree2003, author = {Bor{\'e}e, J.}, title = {Extended proper orthogonal decomposition: a tool to analyse correlated events in turbulent flows}, journal = {Exp. Fluids}, volume = {35}, pages = {188--192}, year = {2003} } @article{Williamson1996, author = {Williamson, C. H. K.}, title = {Vortex dynamics in the cylinder wake}, journal = {Annu. Rev. Fluid Mech.}, volume = {28}, pages = {477--539}, year = {1996}, doi = {10.1146/annurev.fl.28.010196.002401} } @article{Brunton2020, author = {Brunton, S. L. and Noack, B. R. and Koumoutsakos, P.}, title = {Machine learning for fluid mechanics}, journal = {Annu. Rev. Fluid Mech.}, volume = {52}, pages = {477--508}, year = {2020}, doi = {10.1146/annurev-fluid-010719-060214} } @article{Raibaudo2020, author = {Raibaudo, C. and Zhong, P. and Noack, B. R. and Martinuzzi, R. J.}, title = {Machine learning strategies applied to the control of a fluidic pinball}, journal = {Phys. Fluids}, volume = {32}, pages = {015108}, year = {2020}, doi = {10.1063/1.5127202} } @article{Li2022, author = {Li, S. and Li, W. and Noack, B. R.}, title = {Machine-learned control-oriented flow estimation for multi-actuator multi-sensor systems exemplified for the fluidic pinball}, journal = {J. Fluid Mech.}, year = {2022}, doi = {10.1017/jfm.2022.908} } @article{Marra2024, author = {Marra, L. and Cornejo Maceda, G. Y. and Meil{\'a}n-Vila, A. and Guerrero, V. and Rashwan, S. and Noack, B. R. and Discetti, S. and Ianiro, A.}, title = {Actuation manifold from snapshot data}, journal = {J. Fluid Mech.}, year = {2024}, doi = {10.1017/jfm.2024.593} } @article{Jin2021, author = {Jin, B. and Illingworth, S. and Sandberg, R.}, title = {Optimal sensor and actuator placement for feedback control of vortex shedding}, journal = {J. Fluid Mech.}, year = {2021}, doi = {10.1017/jfm.2021.948} } @article{Gong2020, author = {Gong, J. and Monty, J. and Illingworth, S.}, title = {Model-based estimation of vortex shedding in unsteady cylinder wakes}, journal = {Phys. Rev. Fluids}, volume = {5}, pages = {023901}, year = {2020}, doi = {10.1103/PhysRevFluids.5.023901} } @article{Nair2021, author = {Nair, A. G. and Taira, K. and Brunton, B. W. and Brunton, S. L.}, title = {Phase-based control of periodic flows}, journal = {J. Fluid Mech.}, year = {2021}, doi = {10.1017/jfm.2021.735} } @article{Ishar2019, author = {Ishar, R. and Kaiser, E. and Morzy{\'n}ski, M. and Fernex, D. and Semaan, R. and Albers, M. and Meysonnat, P. and Noack, B. R.}, title = {Metric for attractor overlap}, journal = {J. Fluid Mech.}, year = {2019}, doi = {10.1017/jfm.2019.447} }