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DynamisLab/docs/JFM_WYQ/ROUND5_BOTTOM_UP/R5_REFERENCES.bib
T
Frank14f 1a8b994a03 refactor(workflow): update JFM research workflow and remove obsolete figures
Revise the JFM research workflow documentation to clarify project structure, decision-making processes, and tool routing. Remove outdated figures and images that are no longer relevant to the current manuscript. Ensure that the workflow aligns with the latest research objectives and safety protocols.
2026-08-11 21:25:33 +08:00

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17 KiB
BibTeX

% Round-5-owned bibliography for reader-facing external propositions only.
% Do not use these sources to support DynamisLab results, values, artifacts, or readiness.
@article{PendryEtAl2006Controlling,
author = {Pendry, J. B. and Schurig, D. and Smith, D. R.},
title = {Controlling electromagnetic fields},
journal = {Science},
year = {2006},
volume = {312},
number = {5781},
pages = {1780--1782},
doi = {10.1126/science.1125907}
}
@article{MaEtAl2013ActiveCloaking,
author = {Ma, Qian and Mei, Zhong Lei and Zhu, Shou Kui and Jin, Tian Yu and Cui, Tie Jun},
title = {Experiments on active cloaking and illusion for {Laplace} equation},
journal = {Physical Review Letters},
year = {2013},
volume = {111},
number = {17},
pages = {173901},
doi = {10.1103/PhysRevLett.111.173901}
}
@article{UrzhumovSmith2012ActiveCloaks,
author = {Urzhumov, Yaroslav A. and Smith, David R.},
title = {Flow stabilization with active hydrodynamic cloaks},
journal = {Physical Review E},
year = {2012},
volume = {86},
number = {5},
pages = {056313},
doi = {10.1103/PhysRevE.86.056313}
}
@article{DengEtAl2020PinballBifurcations,
author = {Deng, Nan and Noack, Bernd R. and Morzy{\'n}ski, Marek and Pastur, Luc R.},
title = {Low-order model for successive bifurcations of the fluidic pinball},
journal = {Journal of Fluid Mechanics},
year = {2020},
volume = {884},
pages = {A37},
doi = {10.1017/jfm.2019.959}
}
@article{CornejoMacedaEtAl2021PinballControl,
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 = {Journal of Fluid Mechanics},
year = {2021},
volume = {917},
pages = {A42},
doi = {10.1017/jfm.2021.301}
}
@article{RabaultEtAl2019DRLFlowControl,
author = {Rabault, Jean and Kuchta, Miroslav and Jensen, Atle and R{\'e}glade, Ulysse and Cerardi, Nicolas},
title = {Artificial neural networks trained through deep reinforcement learning discover control strategies for active flow control},
journal = {Journal of Fluid Mechanics},
year = {2019},
volume = {865},
pages = {281--302},
doi = {10.1017/jfm.2019.62}
}
@article{SchulmanEtAl2017PPO,
author = {Schulman, John and Wolski, Filip and Dhariwal, Prafulla and Radford, Alec and Klimov, Oleg},
title = {Proximal policy optimization algorithms},
journal = {arXiv preprint arXiv:1707.06347},
year = {2017},
eprint = {1707.06347},
archiveprefix = {arXiv},
primaryclass = {cs.LG}
}
@article{ParisEtAl2021RobustFlowControl,
author = {Paris, Romain and Beneddine, Samir and Dandois, Julien},
title = {Robust flow control and optimal sensor placement using deep reinforcement learning},
journal = {Journal of Fluid Mechanics},
year = {2021},
volume = {913},
pages = {A25},
doi = {10.1017/jfm.2020.1170}
}
@article{GautierEtAl2015ClosedLoop,
author = {Gautier, N. and Aider, J.-L. and Duriez, T. and Noack, B. R. and Segond, M. and Abel, M.},
title = {Closed-loop separation control using machine learning},
journal = {Journal of Fluid Mechanics},
year = {2015},
volume = {770},
pages = {442--457},
doi = {10.1017/jfm.2015.95}
}
@article{LoiseauEtAl2018SparseROM,
author = {Loiseau, Jean-Christophe and Noack, Bernd R. and Brunton, Steven L.},
title = {Sparse reduced-order modelling: sensor-based dynamics to full-state estimation},
journal = {Journal of Fluid Mechanics},
year = {2018},
volume = {844},
pages = {459--490},
doi = {10.1017/jfm.2018.147}
}
@article{RaibaudoEtAl2020PinballControl,
author = {Raibaudo, C{\'e}dric and Zhong, Peng and Noack, Bernd R. and Martinuzzi, Robert J.},
title = {Machine learning strategies applied to the control of a fluidic pinball},
journal = {Physics of Fluids},
year = {2020},
volume = {32},
number = {1},
pages = {015108},
doi = {10.1063/1.5127202}
}
@article{LiEtAl2022FlowEstimation,
author = {Li, Songqi and Li, Wenpeng and Noack, Bernd R.},
title = {Machine-learned control-oriented flow estimation for multi-actuator multi-sensor systems exemplified for the fluidic pinball},
journal = {Journal of Fluid Mechanics},
year = {2022},
volume = {952},
pages = {A36},
doi = {10.1017/jfm.2022.908}
}
@article{SchlegelEtAl2012LeastOrder,
author = {Schlegel, Michael and Noack, Bernd R. and Jordan, Peter and Dillmann, Andreas and Gr{\"o}schel, Elmar and Schr{\"o}der, Wolfgang and Wei, Mingjun and Freund, Jonathan B. and Lehmann, Oliver and Tadmor, Gilead},
title = {On least-order flow representations for aerodynamics and aeroacoustics},
journal = {Journal of Fluid Mechanics},
year = {2012},
volume = {697},
pages = {367--398},
doi = {10.1017/jfm.2012.70}
}
@article{Boree2003ExtendedPOD,
author = {Bor{\'e}e, J.},
title = {Extended proper orthogonal decomposition: a tool to analyse correlated events in turbulent flows},
journal = {Experiments in Fluids},
year = {2003},
volume = {35},
number = {2},
pages = {188--192},
doi = {10.1007/S00348-003-0656-3}
}
@article{Crowdy2006MultipleCylinders,
author = {Crowdy, Darren G.},
title = {Analytical solutions for uniform potential flow past multiple cylinders},
journal = {European Journal of Mechanics B/Fluids},
year = {2006},
volume = {25},
number = {4},
pages = {459--470},
doi = {10.1016/j.euromechflu.2005.11.005}
}
@article{UedaEtAl2003RotatingCylinders,
author = {Ueda, Y. and Sellier, A. and Kida, T. and Nakanishi, M.},
title = {On the low-{Reynolds}-number flow about two rotating circular cylinders},
journal = {Journal of Fluid Mechanics},
year = {2003},
volume = {495},
pages = {255--281},
doi = {10.1017/S002211200300627X}
}
% Post-R5 high-confidence local-source wave (metadata provisional where audited).
@article{Leonhardt2006OpticalMapping,
author = {Leonhardt, Ulf},
title = {Optical conformal mapping},
journal = {Science},
year = {2006},
volume = {312},
number = {5781},
pages = {1777--1780},
doi = {10.1126/science.1126493}
}
@article{Miller2006PerfectActiveCloaking,
author = {Miller, David A. B.},
title = {On perfect cloaking},
journal = {Optics Express},
year = {2006},
volume = {14},
number = {25},
pages = {12457--12466}
}
@article{VasquezEtAl2009ActiveExterior,
author = {Guevara Vasquez, Fernando and Milton, Graeme W. and Onofrei, Daniel},
title = {Active exterior cloaking for the {2D} {Laplace} and {Helmholtz} equations},
journal = {Physical Review Letters},
year = {2009},
volume = {103},
number = {7},
pages = {073901},
doi = {10.1103/PhysRevLett.103.073901}
}
@article{LinEtAl2021ActiveAcousticIllusions,
author = {Lin, Cikai and Liu, Daipei and Eggler, Daniel and Kessissoglou, Nicole},
title = {Active acoustic cloaking and illusions of sound-hard bodies using the boundary element method},
journal = {The Journal of the Acoustical Society of America},
year = {2021},
volume = {149},
number = {3},
pages = {1803--1812}
}
@article{ChenEtAl2024MultilayerHydrodynamicCloak,
author = {Chen, Mengyao and Shen, Xiangying and Xu, Lei},
title = {A multilayered homogeneous hydrodynamic cloak realized in a free fluid flow},
journal = {Applied Physics Letters},
year = {2024},
volume = {125},
number = {17}
}
@article{RenEtAl2021HydrodynamicStealthDRL,
author = {Ren, Feng and Wang, Chenglei and Tang, Hui},
title = {Bluff body uses deep-reinforcement-learning trained active flow control to achieve hydrodynamic stealth},
journal = {Physics of Fluids},
year = {2021},
volume = {33},
number = {9},
pages = {093602},
doi = {10.1063/5.0060690}
}
@article{DengEtAl2021PinballForceModel,
author = {Deng, Nan and Noack, Bernd R. and Morzy{\'n}ski, Marek and Pastur, Luc R.},
title = {Galerkin force model for transient and post-transient dynamics of the fluidic pinball},
journal = {Journal of Fluid Mechanics},
year = {2021},
volume = {918},
pages = {A4},
doi = {10.1017/jfm.2021.299}
}
@article{FengEtAl2023PinballForceControl,
author = {Feng, Haodong and Wang, Yue and Xiang, Hui and Jin, Zhiyang and Fan, Dixia},
title = {How to control hydrodynamic force on fluidic pinball via deep reinforcement learning},
journal = {Physics of Fluids},
year = {2023},
volume = {35},
number = {4},
pages = {045137},
doi = {10.1063/5.0142949}
}
@article{BeemTriantafyllou2015WakeSensing,
author = {Beem, Heather R. and Triantafyllou, Michael S.},
title = {Wake-induced `slaloming' response explains exquisite sensitivity of seal whisker-like sensors},
journal = {Journal of Fluid Mechanics},
year = {2015},
volume = {783},
pages = {306--322}
}
@article{SakoeChiba1978DynamicProgramming,
author = {Sakoe, H. and Chiba, S.},
title = {Dynamic programming algorithm optimization for spoken word recognition},
journal = {IEEE Transactions on Acoustics, Speech, and Signal Processing},
year = {1978},
volume = {26},
number = {1},
pages = {43--49},
doi = {10.1109/TASSP.1978.1163055}
}
@book{Muller2015FundamentalsMusicProcessing,
author = {M{\"u}ller, Meinard},
title = {Fundamentals of Music Processing: Audio, Analysis, Algorithms, Applications},
publisher = {Springer},
year = {2015},
volume = {5}
}
@article{FengWang2010SyntheticJetCylinder,
author = {Feng, Li Hao and Wang, Jin Jun},
title = {Circular cylinder vortex-synchronization control with a synthetic jet positioned at the rear stagnation point},
journal = {Journal of Fluid Mechanics},
year = {2010},
volume = {662},
pages = {232--259}
}
@article{LiEtAl2017GeneticProgrammingControl,
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 = {Experiments in Fluids},
year = {2017},
volume = {58},
pages = {103}
}
@article{BruntonEtAl2016SINDy,
author = {Brunton, Steven L. and Proctor, Joshua L. and Kutz, J. Nathan},
title = {Discovering governing equations from data by sparse identification of nonlinear dynamical systems},
journal = {Proceedings of the National Academy of Sciences},
year = {2016},
volume = {113},
pages = {3932--3937},
doi = {10.1073/pnas.1517384113}
}
@article{Cranmer2023PySR,
author = {Cranmer, Miles},
title = {Interpretable machine learning for science with {PySR} and {SymbolicRegression.jl}},
journal = {arXiv preprint arXiv:2305.01582},
year = {2023},
eprint = {2305.01582},
archiveprefix = {arXiv}
}
% Post-R5 Undermind full-PDF verified gap wave.
@article{FanEtAl2020BluffBodyRL,
author = {Fan, Dixia and Yang, Liu and Wang, Zhicheng and Triantafyllou, Michael S. and Karniadakis, George E.},
title = {Reinforcement learning for bluff body active flow control in experiments and simulations},
journal = {Proceedings of the National Academy of Sciences},
year = {2020},
volume = {117},
number = {42},
pages = {26091--26098},
doi = {10.1073/pnas.2004939117}
}
@article{LiZhang2022ConfinedWakeRL,
author = {Li, Ji-chao and Zhang, Mengqi},
title = {Reinforcement-learning-based control of confined cylinder wakes with stability analyses},
journal = {Journal of Fluid Mechanics},
year = {2022},
volume = {932},
pages = {A44},
doi = {10.1017/jfm.2021.1045}
}
@article{MarraEtAl2024ActuationManifold,
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 = {Journal of Fluid Mechanics},
year = {2024},
volume = {996},
pages = {A26},
doi = {10.1017/jfm.2024.593}
}
@article{JinEtAl2022SensorActuatorPlacement,
author = {Jin, B. and Illingworth, S. J. and Sandberg, R. D.},
title = {Optimal sensor and actuator placement for feedback control of vortex shedding},
journal = {Journal of Fluid Mechanics},
year = {2022},
volume = {932},
pages = {A2},
doi = {10.1017/jfm.2021.948}
}
@article{GongEtAl2020VortexEstimation,
author = {Gong, Jiwen and Monty, Jason P. and Illingworth, Simon J.},
title = {Model-based estimation of vortex shedding in unsteady cylinder wakes},
journal = {Physical Review Fluids},
year = {2020},
volume = {5},
pages = {023901},
doi = {10.1103/PhysRevFluids.5.023901}
}
@article{NairEtAl2021PhaseFlowControl,
author = {Nair, Aditya G. and Taira, Kunihiko and Brunton, Bingni W. and Brunton, Steven L.},
title = {Phase-based control of periodic flows},
journal = {Journal of Fluid Mechanics},
year = {2021},
volume = {927},
doi = {10.1017/jfm.2021.735}
}
@article{WangEtAl2024DynamicFeatureDRL,
author = {Wang, Qiulei and Yan, Dong and Hu, Guodong and Chen, Gang and Rabault, Jean and Noack, Bernd R.},
title = {Dynamic feature-based deep reinforcement learning for flow control of circular cylinder with sparse surface pressure sensing},
journal = {Journal of Fluid Mechanics},
year = {2024},
volume = {988},
pages = {A4},
doi = {10.1017/jfm.2024.333}
}
@article{DebienEtAl2016GeneticProgrammingRamp,
author = {Debien, Antoine and von Krbek, Kai A. F. F. and Mazellier, Nicolas and Duriez, Thomas and Cordier, Laurent and Noack, Bernd R. and Abel, Markus W. and Kourta, Azeddine},
title = {Closed-loop separation control over a sharp edge ramp using genetic programming},
journal = {Experiments in Fluids},
year = {2016},
volume = {57},
number = {3},
doi = {10.1007/s00348-016-2126-8}
}
@article{CastellanosEtAl2022FewSensorMLControl,
author = {Castellanos, R. and Cornejo Maceda, G. Y. and de la Fuente, I. and Noack, B. R. and Ianiro, A. and Discetti, S.},
title = {Machine-learning flow control with few sensor feedback and measurement noise},
journal = {Physics of Fluids},
year = {2022},
volume = {34},
number = {4},
pages = {047118},
doi = {10.1063/5.0087208}
}
@article{RenEtAl2019MachineLearningVIV,
author = {Ren, Feng and Wang, Chenglei and Tang, Hui},
title = {Active control of vortex-induced vibration of a circular cylinder using machine learning},
journal = {Physics of Fluids},
year = {2019},
volume = {31},
pages = {093601},
doi = {10.1063/1.5115258}
}
@article{ZolmanEtAl2025SINDyRL,
author = {Zolman, Nicholas and Lagemann, Christian and Fasel, Urban and Kutz, J. Nathan and Brunton, Steven L.},
title = {{SINDy-RL} for interpretable and efficient model-based reinforcement learning},
journal = {Nature Communications},
year = {2025},
volume = {16},
pages = {10714},
doi = {10.1038/s41467-025-65738-4}
}
@inproceedings{JordanEtAl2007ObservableJetModes,
author = {Jordan, P. and Schlegel, M. and Stalnov, O. and Noack, B. R. and Tinney, C. E.},
title = {Identifying noisy and quiet modes in a jet},
booktitle = {13th AIAA/CEAS Aeroacoustics Conference},
year = {2007},
number = {AIAA 2007-3602},
doi = {10.2514/6.2007-3602}
}
@article{TadmorEtAl2010CylinderMeanField,
author = {Tadmor, Gilead and Lehmann, Oliver and Noack, Bernd R. and Morzy{\'n}ski, Marek},
title = {Mean field representation of the natural and actuated cylinder wake},
journal = {Physics of Fluids},
year = {2010},
volume = {22},
number = {3},
pages = {034102},
doi = {10.1063/1.3298960}
}
@article{DiscettiEtAl2018CorrelatedFieldEstimation,
author = {Discetti, Stefano and Raiola, Marco and Ianiro, Andrea},
title = {Estimation of time-resolved turbulent fields through correlation of non-time-resolved field measurements and time-resolved point measurements},
journal = {Experimental Thermal and Fluid Science},
year = {2018},
volume = {93},
pages = {119--130},
doi = {10.1016/j.expthermflusci.2017.12.011}
}
@article{Mittal2001RotatingControlCylinders,
author = {Mittal, Sanjay},
title = {Control of flow past bluff bodies using rotating control cylinders},
journal = {Journal of Fluids and Structures},
year = {2001},
volume = {15},
number = {2},
pages = {291--326},
doi = {10.1006/JFLS.2000.0337}
}
@article{ChanEtAl2011CounterRotatingCylinders,
author = {Chan, A. S. and Dewey, P. A. and Jameson, A. and Liang, C. and Smits, A. J.},
title = {Vortex suppression and drag reduction in the wake of counter-rotating cylinders},
journal = {Journal of Fluid Mechanics},
year = {2011},
volume = {679},
pages = {343--382},
doi = {10.1017/jfm.2011.134}
}
@article{SierraEtAl2020RotatingCylinderBifurcations,
author = {Sierra, J. and Fabre, D. and Citro, V. and Giannetti, F.},
title = {Bifurcation scenario in the two-dimensional laminar flow past a rotating cylinder},
journal = {Journal of Fluid Mechanics},
year = {2020},
volume = {905},
pages = {A2},
doi = {10.1017/jfm.2020.692}
}
@article{Watson1996TwoRotatingCylinders,
author = {Watson, E. J.},
title = {Slow viscous flow past two rotating cylinders},
journal = {The Quarterly Journal of Mechanics and Applied Mathematics},
year = {1996},
volume = {49},
number = {2},
pages = {195--216},
doi = {10.1093/QJMAM/49.2.195}
}