Bernd R. Noack - 哈尔滨工业大学（深圳）

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Bernd R. Noack 教授收藏完善纠错
哈尔滨工业大学（深圳）机电工程与自动化学院
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个人简介

EDUCATION 1992 Doctor rerum naturalis, University of Goettingen, Germany 1989 Diplom physicist (Master of Science), University of Goettingen, Germany 科研与工作经历 2020-present Professor at Harbin Institute of Technology 2017-present Honorary Professor at Technical University of Berlin 2015-2019 Professor at Technical University of Braunschweig (secondary affiliation) 2010-2015 Senior ANR Chair of Excellence at PPRIME, France 2009-2020 Research Director CNRS at LIMSI and PPRIME, France 2000-2009 Professor at Technical University of Berlin (starting as PostDoc) 1998-2000 Associate Research Engineer at United Technologies Research Center, USA 1992-1998 Research physicist at the Max-Planck-Institute for Fluid Dynamics, University of Goettingen and German Aerospace Center 科研项目 2022-2024 基于主被动结合分布式激励器系统与机器学习的空腔流动控制研究 NSFC-面上项目 2022-2024 基于机器学习算法的柔性表面及微射流控制的射流混合增强研究广东省自然科学基金-面上项目 2019-2020 Artificial intelligence and flow control: toward the automation of an adaptive vehicle aerodynamics, Chalmers U. 2018-2020 Aerodynamic force and yaw moment control of a generic light truck using machine learning, DFG 2017-2020 Closed-loop turbulence control using machine learning, ANR 2017-2020 Machine learning control for wake stabilization, Universite Paris-Sud 2017 Machine learning control applied to wake stabilizations, LIMSI 2016-2019 Analysis of turbulent boundary layers at crossflow over oscillating surfaces using large-eddy simulations and reduced-order modeling, DFG 2016-2018 ACTIVe Reduction Of Aerodynamic Drag (ACTIV ROAD). Wake control: from passenger car to long haul vehicle, ANR 2015-2018 Algorithms and methodologies of controlling unsteady flows, NSERC 2014-2016 Modeling and control of a new multi-attractor turbulent flow (TurbFork), LaSIPS 2014-2017 Closed-loop control of separation behind a body under strong perturbations, Poitou-Charentes 2014-2017 Closed-loop drag reduction of a car model in experiment, OpenLab PPRIME-PSA 2012-2015 Control-oriented linear and nonlinear modeling for jet aeroacoustics” (CoolJazz), ANR 2012-2015 Drag reduction of a square-back car model using adaptive closed-loop control, OpenLab PPRIME-PSA 2012-2015 Closed-loop control of a separating flow over a smooth ramp, Poitou-Charentes 2011-2015 Separation control — From passive to closed-loop design” (SepaCoDe), ANR 2010–2014 COoperation with Russia in the field of advanced engIne NOise COntrol based on plasma actuators (ORINOCO), EU 2010-2015 ANR Chair of Excellence “Closed-loop control of turbulent shear flows based on reduced-order models” (TUCOROM) 2010-2014 Control with reduced-order models and immersed boundary methods: towards control laws for turbulence and complex geometries, Poitou-Charentes 2007-2010 Feature based analysis and comparison of coherent structures in parameter dependent flows, DFG 2006-2010 Closed-loop flow control of separated flow in highly loaded turbomachinery, DFG 2004-2010 Low-dimensional modelling and control of free and wall-bounded shear flows — generalization to complex geometries, DFG 2003-2010 Low-dimensional modelling and control of free and wall-bounded shear flows — generalization to complex geometries, DFG-CNRS 2001-2004 Low-dimensional modelling and control of free and wall-bounded shear flows, DFG 2000-2002 Transition in planar wakes, shear layers and jets, DFG 1999-2000 Flow control projects, UTRC 1995-1996 Flow instabilities and turbulence, DFG

研究领域

应用人工智能及其基本原理控制湍流及流体动力学 Focus of my research and teaching are mathematical methods for turbulence control with experimental demonstrations towards greener transport and energy. Key enablers are model-free artificial intelligence/machine learning control and control-oriented reduced-order models. Control applications include drag increase, lift increase, mixing optimization and noise reduction for a transport and energy related configurations: multiple cylinders (fluidic pinball), car and truck models, drones, air taxis, propeller, airfoil, turbulent boundary layer, mixing layer, and turbulent jets. The control engineering research targets closed-loop turbulence control solutions. Turbulence challenges traditional methods of control theory with its high-dimensional, broadband frequency, nonlinear dynamics and with large time delays. We push the boundaries of traditional control with the powerful methods of machine learning / artificial intelligence. Research focus is the fast automated learning of nonlinear multiple-input multiple-output control laws directly in the plant and the automated development of control-oriented reduced-order models explaining the nonlinear actuation mechanism. Thus, unprecedented performances are achieved on benchmark plants often harnessing novel nonlinear actuation mechanisms. In power engineering, turbulence control has potential applications of epic proportion: drag reduction of cars, trucks, trains, ships and airplanes, lift increase of wings, disturbance mitigation of wind and water turbines, mixing optimization for combustion and chemical processes, just to name a few. Our research targets solutions for greener transport and energy with experimental demonstrations (cars, wings, multi-body configurations, etc.). The above mentioned control logic is a key to optimal performance for a given actuation and sensing.

近期论文

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Zhang, W., Dong, J., Lv, H., Bai, W., Lu, H., Noack, B. R., Zhu, Y. & Yang, Y. 2022 Microparticle transport and sedimentation in a rhythmically expanding alveolar chip. MDPI J. Micromarchines 13(3): 485. Blanchard, A., Cornejo Maceda, G. Y., Fan, D., Li, Y., Zhou, Y., Noack, B. R. & Sapsis T. 2022 Bayesian optimization of active flow control. Acta Mechanica Sinica 37, 1786-1798. Invited contribution to the Special Issue “Artificial Intelligence for Fluid Mechanics.” Castellanos, R., Cornejo Maceda, G. Y., de la Fuente, I., Noack, B. R., Ianiro, A. & Discetti, S. 2022 Machine learning flow control with few sensor feedback and measurement noise. Phys. Fluids 34 (4), article 047118:1–17. Deng, N., Noack, B. R., Morzynski, M. & Pastur, L.′ 2022 Cluster-based hierarchical network model of the fluidic pinball — Cartographing transient and posttransient, multi-frequency, multi-attractor behaviour. J. Fluid Mech. 934, article A24, pages 1–44. Hou, C., Deng, N. & Noack, B. R. 2022 Trajectory-optimized cluster-based network model for the sphere wake. Phys. Fluids 34, 085110:1–19. Li, Y., Cui, W., Jia, Q., Li, Q., Yang, Z. & Noack, B. R. 2022 Explorative gradient method for active drag reduction of the fluidic pinball and slanted Ahmed body. J. Fluid Mech. 932, A7:1–48. Yu, J. Fan, D., Noack, B. R. & Zhou, Y. 2022 Genetic-algorithm-based artificial intelligence control of a turbulent boundary layer. Acta Mechanica Sinica 37, 1739–1747. Invited contribution to the Special Issue “Artificial Intelligence for Fluid Mechanics.” Zhang, W. W., Noack, B. R. & Sapsis T. 2022 Artificial intelligence in fluid mechanics. Acta Mechanica Sinica 37, 1715–1717. Preface to Special Issue “Artificial Intelligence for Fluid Mechanics.” Zaka, M., Alam, Md. M. & Noack, B. R. 2021 Efficient thrust enhancement by modified pitching motion. J. Fluid Mech. 933, article A13, 1–42. Ahmed, S. E, Pawar, S., San, O., Rasheed, A., Iliescu, T. & Noack, B. R. 2021 On closures for reduced order models—A spectrum of first-principle to machine-learned avenues. Phys. Fluids 33, 091301:1–33. Deng, N., Pastur, L., Tuckermann, L. & Noack, B. R. 2021 Coinciding local bifurcations in the Navier-Stokes equations Euro Phys. Lett. 135 (2), article 24002, pages 1–5. Fernex, D., Noack, B. R. & Semaan, R. 2021 Cluster-based network modeling— From snapshots to complex dynamical systems. Science Advances 7(25), eabf5006:1...10. Cornejo Maceda, G. Y., Li, Y., Lusseyran, F., Morzynski, M. & Noack, B. R. 2021 Stabilization of the fluidic pinball with gradient-enriched machine learning control. J. Fluid Mech. 917, A42:1–43. Deng, N., Noack, B. R., Morzynski, M., & Pastur, L. R.′2021 Galerkin force model for transient dynamics of the fluidic pinball. J. Fluid Mech. 918, A04:1–37. Zheng, Q., Wang, J., Alam, M, Noack, B. R., Li, H. & Chen, S. 2021 Transfer of internal energy fluctuations in compressible isotropic turbulence with vibrational nonequilibrium. J. Fluid Mech, 919, A26 Li, H., Fernex, D., Semaan, R., Tan, J., Morzynski, M. & Noack, B. R. 2021 Cluster-based network model. J. Fluid Mech. 906, article A21, 1–41. Shaqarin, T., Oswald, P., Noack, B. R. & Semaan, R. 2021 Drag reduction of D-shaped bluff-body using linear parameter varying control. Phys. Fluids 33, 077108:1–11. Qiao, Z., Minelli, G., Noack, B. R., Krajnovic, S. & Chernoray, V. 2021. Multi-frequency aerodynamic control of a yawed bluff body optimized with a genetic algorithm. J. Wind Engrng. & Ind. Aerodyn. 212, article 104600 M. Albers, P. S Meysonnat, D. Fernex, R. Semann, B. R. Noack & W. Schroder. Drag reduction and energy savings by spanwise travelling transversal surface waves for flat plate flow. Flow, Turbu.,Combust., 105:125–157, 2020. ISSN 15731987,13866184.33 pages. S. L. Brunton, B. R. Noack & P. Koumoutsakos. Machine learning for fluid mechanics. Ann. Rev. Fluid Mech., 52:477–508, 2020. ISSN 15454479,00664189. 32 pages. G. Y. Cornejo Maceda, F. Lusseyran & B. R. Noack. Taming non-linear dynamics and turbulence with machine learning control. ERCIM News, 122:32–33, 2020. ISSN 0926-4981. N. Deng, B. R. Noack, M. Morzynski & L. R. Pastur. Low-order model for successive bifurcations of the fluidic pinball. J. Fluid Mech., 884: A37:1–39, 2020. ISSN 0022-1120. 39 pages. N. Deng, L. R. Pastur & B. R. Noack. Low-dimensional flow models from high-dimensional flow data with machine learning and first principles. ERCIM News, 122:30–31, 2020. ISSN 0926-4981. D. Fan, Y. Zhou & B. R. Noack. Fast triple-parameter extremum seeking exemplified for jet control. Exp. Fluids, 61:152:1–13, 2020. ISSN 14321114, 07234864. 13 pages. Zhang B. Zhou Y. Fan, D. & B. R. Noack. Optimization and sensitivity analysis of active drag reduction of a square-back ahmed body using machine learning control. Phys. Fluids., 32:125117:1–18, 2020. ISSN 1070- 6631. D. Fernex, R. Semann, M. Albers, P. S Meysonnat, W. Schr¨oder, and B. R. Noack. Actuation response model from sparse data for wall turbulence drag reduction. Phys. Rev. Fluids, 5(7):073901:1–18, 2020. ISSN 2469- 990X.18 pages. M. Lennie, J. Steenbuck, B. R. Noack & C. O. Paschereit. Cartographing dynamic stall with machine learning. Wind Energy Science, 5:819–838, 2020. ISSN 1095-4244. H. Li, J. Tan, Z. Gao & B. R. Noack. Machine learning open-loop control of a mixing layer. Phys. Fluids, 32:111701:1–7, 2020. ISSN 1070-6631. 7 pages. H. Li, D. Fernex, J. Tan, M. Morzyn′ski, and B. R. Noack. Cluster-based network model. J. Fluid Mech., 906:A21:1–41, 2021. ISSN 0022-1120. 41 pages. G. Minelli, T. Dong, B. R. Noack, and S. Krajnovi′c. Upstream actuation for bluff-body wake control driven by a genetically inspired optimization. J. Fluid Mech., 893:A1:1–29, 2020. ISSN 0022-1120.29 pages. C. Raibaudo, P. Zhong, B. R. Noack & R. J. Martinuzzi. Machine learning strategies applied to the control of a fluidic pinball. Phys. Fluids, 32:015108:1–13, 2020. ISSN 1070-6631. 13 pages. J. Tan, H. Li & B. R. Noack. On the cavity-actuated supersonic mixing layer downstream a thick splitter plate. Phys. Fluids, 32(9):096102: 1–24, 2020. ISSN 1070-6631. 24 pages. Q. Zheng, J. Wang, B. R. Noack, H. Li, M. Wan & S. Chen. Vibrational relaxation in compressible isotropic turbulence with thermal non-equilibrium. Phys. Rev. Fluids, 5:044602:1–31, 2020. ISSN 2469- 990X. 31 pages. Y. Zhou, Fan D., B. Zhang, R. Li & B. R. Noack. Artificial intelligence control of a turbulent jet. J. Fluid Mech., 897:A27:1–46, 2020. ISSN 0022- 1120. 46 pages. Albers, M., Meysonnat, P.S., Fernex, D., Semaan, R., Noack, B. R. & Schroeder, W. 2020 Drag reduction and energy savings by spanwise travelling transversal surface waves for flat plate flow. Flow, Turbul., Combust. (online http://link.springer.com/article/10.1007/s10494-020-00110-8) Deng, N., Morzyński, M., Noack, B. R. & Pastur, L. R. 2020 Low-order model for successive bifurcations of the fluidic pinball. J. Fluid Mech.884, A37. Fan, D., Zhou, Y. & Noack, B. R. 2020 Fast triple-parameter extremum seeking exemplified for jet control. Exp. Fluids.61(152):1--13,2020-06-12 Minelli, G., Dong, T. Noack, B. R. & Krajnovic, S. 2020 Upstream actuation for bluff body wake control driven by a genetically inspired optimization. J. Fluid Mech. 893. Raibaudo, C., Zhong, P., Noack, B. R. & Martinuzzi, R. J. 2020 Machine learning strategies applied to the control of a fluidic pinball. Phys. Fluids 32, article 015108. Zheng, Q., Wang, J., Noack, B. R., Li, H., Wan, M. & Chen, S. 2020 Vibrational relaxation in compressible isotropic turbulence with thermal non-equilibrium. Phys. Rev. Fluids.5(044602):1--31 Albers, M., Meysonnat, P. S., Fernex, D., Semaan, R., Noack, B. R. & Schroeder, W. 2019 Parameter study of turbulent drag reduction by spanwise traveling transversal surface waves. Proc. Appl. Math. Mech., 19(1), article e201900178, 1–2. Cornejo Maceda, G. Y., Noack B. R., Lusseyran, F., Deng, N., Pastur, L. & Morzyński, M. 2019 Artificial intelligence control applied to drag reduction of the fluidic pinball, Proc. Appl. Math. Mech. 19(1), article e201900268, 1–2. Fernex, D., Semaan, R., Albers, M., Meysonnat, P. S., Schroeder, W., Ishar, R., Kaiser, E. and & Noack B. R. 2019 Cluster-based network model for drag reduction mechanisms of an actuated turbulent boundary layer. Proc. Appl. Math. Mech. 19(1), article e201900219, 1–2. Ishar, R., Kaiser, E., Morzyński, M., Fernex, D., Semaan, R., Albers, M., Meysonnet, P., Schroeder, W. & Noack, B. R. 2019 Metric for attractor overlap. J. Fluid Mech. 874, 720–755. Lennie, M., Steenbuck, J., Noack, B. R. & Paschereit, C. O. 2019 Cartographing dynamic stall with machine learning. Wind Energy Science Journal ,online,5:819--838. Li, R., Borée, J., Noack, B. R., Cordier, L. & Harambat, F. 2019 Drag reduction mechanisms of a car model at moderate yaw by bi-frequency forcing. Phys. Rev. Fluids. 4(3), article 034604. Nair, A., Yeh, C.-A., Kaiser, E., Noack, B. R., Brunton, S. L. and Tiara, K. 2019 Cluster-based feedback control of turbulent post-stall separated flows. J. Fluid Mech. 875, 345–375. Shaqarin, T., Al-Rawajfeh, A., Alshabatat, N. & Noack, B. R. 2019 control of a granulation process using Smith predictor. Journal of Process Control 77, 38–47.X Li, R., Noack, B. R., Cordier, L., Borée, J., Kaiser, E. & Harambat, F. 2018 Linear genetic programming control for strongly nonlinear dynamics with frequency crosstalk. Archives of Mechanics 70 (6), 505-534. Loiseau, J.-Ch., Noack, B. R. & Brunton, S. L. 2018 Sparse reduced-order modeling: Sensor-based dynamics to full-state estimation. J. Fluid Mech. 844, 459-490. Shaqarin, T., Noack, B. R. & Morzyński, M. 2018 The need for prediction in feedback control of a mixing layer. Fluid Dyn. Res. 50 (6), article 065514, 1–22. Wu, Z., Fan, D., Zhou, Y., Li, R. & Noack, B. R. 2018 Jet mixing enhancement using machine learning control. Exp. Fluids 59 (8), article 131, 1–17. Barros, D., Borée, Cadot, O., Spohn, A. & Noack, B. R. 2017 Forcing symmetry exchanges and flow reversals in turbulent wakes. J. Fluid Mech.–Rapids 829, R1–10. Kaiser, E., Noack, B. R., Spohn, A., Cattafesta, L. N. & Morzyński, M. 2017 Cluster-based control of nonlinear dynamics. Theor. Comput. Fluid Dyn. 31 (5-6), 579–593. Li, R., Noack, B. R., Cordier, L., Borée, J. & Harambat, F. 2017 Drag reduction of a car model by linear genetic programming control. Exp. Fluids 58, article 103:1–20. Stankiewicz, W., Morzynski, Kotecki, K. & Noack, B. R. 2017 On the need of mode interpolation for data-driven Galerkin models of a transient flow around a sphere. Theor. Comput. Fluid Dyn. 31 (2), 111–126. Barros, D., Borée, J., Noack, B. R. & Spohn, A. 2016 Resonances in the forced turbulent wake past a 3D blunt body. Physics of Fluids 28 (6), article 065104, 1–12. Barros, D., Borée, J., Noack, B. R., Spohn, A. & Ruiz, T. 2016 Bluff body drag manipulation using pulsed jets and Coanda effect. J. Fluid Mech. 805, 422–459. Debien, A., von Krbek, K. A. F. F., Mazellier, N., Duriez, T., Cordier, L., Noack, B. R., Abel, M. W. & Kourta, A. 2016 Closed-loop separation control over a sharp-edge ramp using genetic programming. Exp. Fluids 57 (3), article 40, 1–19. Hosseini, Z., Noack, B. R. & Martinuzzi, R. J. 2016 Modal energy flow analysis of a highly modulated wake behind a wall-mounted pyramid. J. Fluid Mech. 798, 717-750. Kasten, J., Reininghaus, J., Hotz, I., Hege, H.-C., Noack, B. R., Daviller, G., Comte, P. & Morzyński, M. 2016 Acceleration feature points of unsteady shear flows. Arch. Mech. 68 (1), 55–80. Li, R., Barros, D., Borée, J., Cadot, O., Noack, B. R. & Cordier, L. 2016 Feedback control of bi-modal wake dynamics. Exp. Fluids 57 (10), article 158, 1–6. Minelli, G., Krajnovic, S., Noack, B. R. & Basara, B. 2016. Active flow control of a frontstep with a rounded leading edge. Flow, Turbulence and Combustion 97 (4), 1235–1254. Niven, R. K., Noack, B. R., Kaiser, E., Cattafesta, L., Cordier, L. & Abel, M. W. 2016 Bayesian cyclic networks, mutual information and reduced-order Bayesian inference (Invited). AIP Conference Proceedings 1757, article 020008, 1-9. Noack, B. R., Stankiewicz, W., Morzyński & Schmid, P. J. 2016 Recursive dynamic mode decomposition of a transient cylinder wake. J. Fluid Mech. 809, 843–872. Noack, B. R. 2016 From snapshots to modal expansions – bridging low residuals and pure frequencies. J. Fluid Mech. – Focus on Fluids 802, 1–4. Parezanovic, V., Cordier, L., Duriez, T., Spohn A., Noack, B. R., Bonnet, J.-P., Segond, M., Abel, M. W., & Brunton, S. L. 2016 Frequency selection by feedback control of a turbulent shear-flow. J. Fluid Mech. 797, 247–283. Quade, M., Abel, M., Shafi, K., Niven. R. K. & Noack, B. R. 2016 Prediction of dynamical systems by symbolic regression. Phys. Rev. E. 94, article 012214, 1–15. Semaan, R., Kumar, P., Burnazzi, M., Tissot, G., Cordier, L. & Noack, B. R. 2016 Reduced-order modeling of the flow around a high-lift configuration with unsteady Coanda blowing. J. Fluid Mech. 800, 72–110. Stefanescu, R., Noack, B. R. & Sandu, A. 2016 ’Model Reduction and Inverse Problems and Data Assimilation with Geophysical Applications’. Preface for the special issue of the in honor of I. Michael Navon’s 75th birtdhay. Int. J. Numer. Meth. Fluids 82 (1), 625–630. Berger, Z. P., Shear, P. R., Matthew, G. B., Noack, B. R., Gogineni, S. & Glauser M. N. 2015 Active Flow Control for High Speed Jets with Large Window PIV. Journal Flow, Turbulence and Combustion 94 (1), 97–123. Invited contribution for the Special issue with the proceedings of the 8th International Symposium On Turbulent and Shear Flow Phenomena (TSFP8) edited by Bonnet, J.-P. Gautier, N., Aider, J.-L., Duriez, T., Noack, B. R., Segond, M. & Abel, M. W. 2015 Closed-loop separation control using machine learning. J. Fluid Mech. 770, 424–441. Hosseini, Z., Martinuzzi, R. J. & Noack, B. R. 2015 Sensor-based estimation of the velocity in the wake of a low-aspect-ratio pyramid. Exp. Fluids 56, article 13, 1–16. Oesth, J., Kaiser, E., Krajnovic, S. & Noack, B. R. 2015. Cluster-based reduced-order modelling of the flow in the wake of a high speed train. J. Wind Engrng. & Ind. Aerodyn. 145, 327–338. Parezanovic, V., Laurentie, J.-C., Duriez, T., Fourment, C., Delville, J., Bonnet, J.-P., Cordier, L., Noack, B. R., Segond, M., Abel, M., Shaqarin, T. & Brunton, S. L. 2015 Mixing layer manipulation experiment – from periodic forcing to machine learning closed-loop control. Flow, Turbul., Combust. 94 (1), 155–173. Invited contribution in the special issue with the proceedings of the 8th International Symposium On Turbulent and Shear Flow Phenomena (TSFP8) edited by Bonnet, J.-P. Protas, B., Noack, B. R. & Oesth, J. 2015 Optimal nonlinear eddy viscosity in Galerkin models of turbulent flows. J. Fluid Mech. 766, 336–367. Schlegel, M. & Noack, B. R. 2015 On long-term boundedness of Galerkin models. J. Fluid Mech. 765, 325–352. Tissot, G., Cordier, L. & Noack B.R. 2015 Feedback stabilization of an oscillating vertical cylinder by POD Reduced-Order Model. J. Phys.: Conf. Ser. 574, article 012137, 1–4. Barros, D., Ruiz, T., Borée, J., & Noack, B. R. 2014 Control of a three-dimensional blunt body wake using low and high frequency pulsed jets. International Journal of Flow Control 6 (1), 61–76. Cao, Y., Kaiser, E., Boree, J., Noack, B. R., Thomas, L. & Guilan, S. 2014 Cluster-based analysis of Cycle-to-Cycle Variations. Application to internal combustion engines. Exp. Fluids 55 (12), article 1837, 1–8. Kaiser, E., Noack, B. R., Cordier, L., Spohn, A., Segond, M., Abel, M. W., Daviller, G., Oesth, J., Krajnovic, S. & Niven, R. K. 2014 Cluster-based reduced-order modelling of a mixing layer. J. Fluid Mech. 754, 365–414. Shaqarin, T., Alshabatat, N., & Noack, B. R. 2014 Stabilization of strange attractors by feedback linearization. Research Journal of Applied Sciences, Engineering and Technology 8 (1), 43–47. Oesth, J., Noack, B. R., Krajnovic, S., Barros, D. & Borée, J. 2014. On the need for a nonlinear subscale turbulence term in POD models as exemplified for a high Reynolds number flow over an Ahmed body. J. Fluid Mech. 747, 518–544. Protas, B., Noack, B. R. & Morzyński, M. 2014 An optimal model identification for oscillatory dynamics with a stable limit cycle. J. Nonlinear Science 24 (2), 245–275. Tissot, G., Lozano-Durán, A., Cordier, L., Jiménez, J. & Noack B.R. 2014 Granger causality in wall-bounded turbulence. J. Phys.: Conf. Ser. 506, article 012006, 1-14. Invited contribution to the special issue by J. Jimenez, 1st Multiflow Summer Workshop 10 June to 12 July 2013, Madrid, Spain. Tissot, G., Cordier, L., Benard, M. & Noack B.R. 2014 Model reduction using Dynamic Mode Decomposition. C. R. Mecanique 342, 410–416. Balajewicz, M., Dowell, E. H. & Noack, B. R. 2013 Low-dimensional modelling of high-Reynolds-number shear flows incorporating constraints from the Navier-Stokes equation. J. Fluid Mech. 729, 285–308. Bourgeois, J. A., Noack, B. R. & Martinuzzi, R. J. 2013 Generalised phase average with applications to sensor-based flow estimation of the wall-mounted square cylinder wake. J. Fluid Mech. 736, 316–350. Cordier, L., Noack, B. R., Daviller, G., Delvile, J., Lehnasch, G., Tissot, G., Balajewicz, M. & Niven, R. K. 2013 Control-oriented model identification strategy. Exp. Fluids 54, Article 1580. Invited paper for the Special Issue ’Flow Control’ (eds.: Bonnet, J.-P. & Cattafesta, L.). Noack, B. R. & Niven, R. K. 2013 A hierarchy of maximum-entropy closures for Galerkin systems of incompressible flows. Comput. Math. Appl. 65 (10), 1697–1713. Invited paper of the special issue ’Grasping Complexity’ by A. Gorban & G.S. Yablonscii (eds.). Noack, B. R. 2013 Book review: P. Holmes, J. L. Lumley, G. Berkooz & C. W. Rowley 2012 Turbulence, Coherent Structures, Dynamical Systems and Symmetry, Cambridge University Press, 2nd edition. AIAA Journal 51 (12), 2991. Niven, R. K. & Noack, B. R. 2012 Discussion of Di Vita, A., On Information Thermodynamics and Scale Invariance in Fluid Dynamics, J. Thermod. Cat. 3: e108. Noack, B. R. & Niven, R. K. 2012 Maximum-entropy closure for a Galerkin system of an incompressible periodic wake. J. Fluid Mech. 700, 187–213. Schlegel, M., Noack, B. R., Jordan, P., Groeschel, E., Schroeder, W., Wei, M., Freund, J. B., Lehmann, O. & Tadmor, G. 2012 On least-order flow representations for aerodynamics and aeroacoustics. J. Fluid Mech. 697, 367–398. Losse, N. R., King, R., Zengl, M., Rist, U. & Noack, B. R. 2011 Control of Tollmien-Schlichting instabilities by finite distributed wall actuation. Theor. Comput. Fluid Dyn. 25 (1-4), 167–178. Tadmor, G., Lehmann, O., Noack, B. R., Cordier, L., Delville, J., Bonnet, J.-P. & Morzynski, M. 2011 Reduced order models for closed-loop wake control. Phil. Trans. Roy. Soc. A 369 (1940), 1513–1524. Tadmor, G. & Noack, B. R. 2011 Bernoulli, Bode, and Budgie. IEEE Control Systems Magazine 31 (2), 18–23. Oberleithner, K., Sieber, M., Nayeri, C. N., Paschereit, C. O., Petz, C., Hege, H.-C., Noack, B. R. & Wygnanski, I. 2011 Three-dimensional coherent structures in a swirling jet undergoing vortex breakdown: Stability analysis and empirical mode construction. J. Fluid Mech. 679, 383–414. Petz, C., Hege, H.-C., Oberleithner, K., Sieber, M., Nayeri, C. N., Paschereit, C. O., Wygnanski, I. & Noack, B. R. 2011 Global modes in a swirling jet undergoing vortex breakdown. Phys. Fluids 23 (9), 091102. Wiederhold, O., King, R., Noack, B. R., Neuhaus, L., Neise, W., Enghard, L. & Swoboda, M. 2011 Adaptive control in an axial turbomachine — a model-free implementation with short response time. AIAA Journal 49 (7), 1429–1436. Kasten, J., Petz, C., Hotz, I., Noack, B. R., Hege, H.-C. & Tadmor, G. 2010 Lagrangian feature extraction of the cylinder wake. Phys. Fluids 22 (9), 091108. Lacarelle, A., Luchtenburg, D. M., Bothien, M. R., Noack, B. R. & Paschereit, C. O. 2010 A combination of image post-processing tools to identify coherent structures of premixed flames. AIAA Journal 48 (8), 1708–1720. Noack, B. R., Schlegel, M., Morzynski, M. & Tadmor, G. 2010 System reduction strategy for Galerkin models of fluid flows. Int. J. Numer. Meth. Fluids. 63 (2), 231–248. Siauw, W. L., Bonnet, J.-P., Tensi, J., Cordier, L. Noack, B. R., & Cattafesta, L. III 2010 Transient dynamics of the flow around a NACA0015 airfoil using fluid vortex generators. Int. J. Heat and Fluid Flow 31 (3), 450–459. Tadmor, G., Lehmann, O., Noack, B.R. & Morzyński, M. 2010 Mean field representation of the natural and actuated cylinder wake. Phys. Fluids 22 (3), 034102-1..22. Lacarelle, A., Faustmann, T., Greenblatt, D., Paschereit, C. O., Lehmann, O., Luchtenburg, D. M. & Noack, B. R. 2009 Spatiotemporal characterization of a conical swirler flow field under strong forcing. Journal of Engineering for Gas Turbines & Power – Transactions of the ASME 131 (3), 031504–1..12. Luchtenburg, D. M., Günter, B., Noack, B. R., King, R. & Tadmor, G. 2009 A generalized mean-field model of the natural and actuated flows around a high-lift configuration. J. Fluid Mech. 623, 283–316. Aleksic, K., King, R., Noack, B. R., Lehmann, O., Morzyński, M. & Tadmor, G. 2008 Nonlinear flow control using a low-dimensional Galerkin model. The Scientific Journal Facta Universitaties, Series: Automatic Control and Robotics, 7(1), 63–70. Noack, B. R., Schlegel, M., Ahlborn, B., Mutschke, G., Morzyński, M., Comte, P. & Tadmor, G. 2008 A finite-time thermodynamics of unsteady fluid flows. J. Non-Equilib. Thermodyn. 33 (2), 103–148. Pastoor, M., Henning, L., Noack, B. R., King, R. & Tadmor, G. 2008 Feedback shear layer control for bluff body drag reduction. J. Fluid Mech. 608, 161–196. Stankiewicz, W., Morzyński, M., Noack, B. R. & Tadmor, G. 2008 Reduced order Galerkin models of flow around NACA-0012 airfoil. Mathematical Modelling and Analysis 13 (1), 113–122. Stankiewicz, W., Morzyński, M., Roszak, R., Noack, B. R. & Tadmor, G. 2008 Reduced order modelling of a flow around an airfoil with a changing angle of attack. Arch. Mech. 60 (6), 509–526. Morzyński, M., Noack, B. R. & Tadmor, G. 2007 Global stability analysis and reduced order modeling for bluff-body flow control. J. Theoret. Appl. Mech. 45 (3), 621–642. Noack, B. R., Papas, P. & Monkewitz, P. A. 2005 The need for a pressure-term representation in empirical Galerkin models of incompressible shear flows. J. Fluid Mech. 523, 339-365. Noack, B. R., Mezic, I., Tadmor, G. & Banaszuk, A. 2004 Optimal mixing in recirculation zones. Phys. Fluids 16, 867–888. Noack, B. R., Afanasiev, K., Morzyński, M., Tadmor, G. & Thiele, F. 2003 A hierarchy of low-dimensional models for the transient and post-transient cylinder wake. J. Fluid Mech. 497, 335–363. Weinkauf, T., Hege, H.-C., Noack, B. R., Schlegel, M. & Dillmann, A. 2003 Coherent structures in a transitional flow around a backward-facing step. Special Section: Gallery of Fluid Motion, Phys. Fluids 15, S3. Ahlborn, B., Seto, M. L. & Noack, B. R. 2002 On drag, Strouhal number and vortex street structure. Fluid Dyn. Res. 30, 379–399. Noack, B. R. 1999 On the flow around a circular cylinder. Part I: laminar and transitional regime. Z. angew. Math. Mech. 79, S223–226. Noack, B. R. 1999 On the flow around a circular cylinder. Part II: turbulent regime. Z. angew. Math. Mech. 79, S227–230. Zhang, H.-Q., Fey, U., Noack, B. R., Koenig, M., & Eckelmann, H. 1995 On the transition of the cylinder wake. Phys. Fluids 7, 779–794. Noack, B. R. & Eckelmann, H. 1994 A global stability analysis of the steady and periodic cylinder wake. J. Fluid Mech. 270, 297–330. Noack, B. R. & Eckelmann, H. 1994 A low-dimensional Galerkin method for the three-dimensional flow around a circular cylinder. Phys. Fluids 6, 124–143. Brede, M., Eckelmann, H., Koenig, M. & Noack, B. R. 1994 Discrete shedding modes of the cylinder wake in a jet with a homogeneous core. Phys. Fluids 6, 2711–2715. Noack, B. R. & Eckelmann, H. 1994 Theoretical investigation of the bifurcations and the turbulence attractor of the cylinder wake. Z. angew. Math. Mech. 74, T396–T397. Fiszdon, W., Olszok, T., Stamm, G., Noack, B. R. & Piechna, J. 1994 Imploding cylindrical temperature pulses in superfluid helium. Acta Mech. [Suppl.] 4, 313–324. Koenig, M., Noack, B. R. & Eckelmann, H. 1993 Discrete shedding modes in the von Kármán vortex street. Phys. Fluids A 5, 1846–1848. Noack, B. R., Koenig, M., & Eckelmann, H. 1993 Three-dimensional stability analysis of the periodic flow around a circular cylinder. Phys. Fluids A 5, 1279–1281. Noack, B. R., Ohle, F. & Eckelmann, H. 1992 Construction and analysis of differential equations from experimental time series of oscillatory systems. Physica D 56, 389–405. Noack, B. R. & Eckelmann, H. 1992 On chaos in wakes. Physica. D. 56, 151–164. Noack, B. R., Ohle, F. & Eckelmann, H. 1991 On cell formation in vortex streets. J. Fluid Mech. 227, 293–308. Noack, B. R. & Obermeier, F. 1991 A chaos-theoretical investigation of the wake behind a cylinder. Z. angew. Math. Mech. 71, T259–T261. Refereed conference proceedings Cornejo Maceda, G. Y., Li, Y., Lusseyran, F., Morzynski, M. & Noack, B. R. 2022 Gradient-enriched machine learning control for shear flow stabilization. Paper in the Proceedings of the 12th International Symposium on Turbulent and Shear Flow Phenomena (TSFP12), Osaka, Japan (Online). Deng, N., Pastur, L. R., Morzynski, M. & Noack, B. R.′ 2022 Deep meanfield modeling of transient and post-transient, multi-attractor flow dynamics—exemplified for the fluidic pinball. Paper in the Proceedings of the 12th International Symposium on Turbulent and Shear Flow Phenomena (TSFP12), Osaka, Japan (Online). Li, Y., Yang, Z., Morzynski, M. & Noack, B. R.′ 2022 Explorative gradient method for high-dimensional actuation parameter spaces. Paper in the Proceedings of the 12th International Symposium on Turbulent and Shear Flow Phenomena (TSFP12), Osaka, Japan (Online). Fernex, D., Semaan, R. & Noack, B.R. 2021 Generalized cluster-based network model for an actuated turbulent boundary layer. 2021 AIAA SciTech Forum, Nashville, TN, USA Fernex, D., Weiner, A., Noack, B.R. & Semaan, R. 2021 Sparse Spatial Sampling: A mesh sampling algorithm for efficient processing of big simulation data. 2021 AIAA SciTech Forum, Nashville, TN, USA Nawaz, M. S., Fournier-Viger, P., Wei, S., Lin J., C.-W. and Noack, B. R. 2021 Investigating Crossover operators in genetic algorithms for high-utility itemset mining. Accepted paper for Asian Conference on Intelligent Information and Database Systems (ACIIDS 2021). El-Sayed, Y., Gomes de Paula, N., Genest, B., Semaan, R., Radespiel, R., Petersen, J., Behr, C., Wierach, P., & Noack, B. R. 2020 Active flow control with unsteady Coanda actuation on a high-lift configuration. 2020 AIAA SciTech Forum, Orlando, USA. Niven, R., Cordier, L., Kaiser, E., Schlegel, M. & Noack, B. R. 2020 New Conservation laws based on generalised Reynolds transport theorems. 2nd Australasian Fluid Mechanics Conference (AFMC 2020), Brisbande, Australia, pages 1–4. Wu, Z., Fan, D., Perumal, A. K., Noack, B. R. & Zhou, Y. 2020 Reynolds number effect on jet manipulation and its scaling. Submitted paper, Proceedings of the 22nd Australasian Fluid Mechanics Conference (AFMC), Adelaide, Australia. Pages 1–4. Cornejo MAceda, G. Y., Noack, B. R., Lusseyran, F., Deng, N., Pastur, L. & Morzyński, M. 2019 Apprentissage automatique de lois de control de écoulement par programmation génétique. Paper at 24éme Congrés Francais de Mécanique, Brest 26–30 August 2019 (accepted). Deng, N., Pastur, L. R., Noack, B. R., Cornejo-Maceda, G., Lusseyran, F., Loiseau, J.-C. & Morzyński, M. 2019 Dynamiques transitoires du sillage en << pinball fluidique >>. Paper, 22m Recontre du Non Linéare, Paris, France, Pages 1–6. Oswald, P., Semaan, R. & Noack, B. R. 2019 Open- and closed loop control on a D-shaped bluff body equipped with Coanda actuation. Paper, Proceedings of the 2019 AIAA Aviation and Aeronautics Forum and Exposition, Dallas, USA. Fan, D., Zhou, Y. & Noack, B. R. 2019 Artificial intelligence control of turbulence (Plenary). Paper, 5th Symposium on Fluid Structure-Sound Interactions and Control (FSSIC). Minoa Palace - Resort, Chania, Crete island, Greece. Fan, D., Zhou, Y. & Noack, B. R. 2019 Triple-input/single-output extremum-seeking control system for jet mixing optimization. Paper 117, 5th Symposium on Fluid Structure-Sound Interactions and Control (FSSIC). Minoa Palace - Resort, Chania, Crete island, Greece. Fan, D., Zhou, Y. & Noack, B. R. 2017 Artificial ontelligence control of a turbulent jet. Paper in the Proceedings of the 11th International Symposium On Turbulent and Shear Flow Phenomena (TSFP-10), Southampton, UK. Feng, Y., Fan, D., Noack, B.R., Hu, H. & Zhou, Y. 2019 Large-eddy simulation on jet mixing enhancement using unsteady minijets. Paper 112, 5th Symposium on Fluid Structure-Sound Interactions and Control (FSSIC). Minoa Palace - Resort, Chania, Crete island, Greece. Shaqarin, T., Oswald, P., Semaan, R. & Noack, B. R. 2019 Closed-loop drag reduction over a D-shaped body via Coanda actuation. Paper 88, 5th Symposium on Fluid Structure-Sound Interactions and Control (FSSIC). Minoa Palace - Resort, Chania, Crete island, Greece. Tokarev, M., Minelli, G., Zhang, J., Noack, B. R., Chernoray, V. & Krajnovic, S. 2019 PIV measurements around a generic truck model in active flow control experiments. Paper, 13th International Symposium on Particle Image Velocimetry—ISPIV 2019, Munich, Germany. Pastur, L. R., Deng, N., Morzyński, M. & Noack, B. R. 2019 Reduced-order modeling of the fluidic pinball. In Skiadas, C. H. & Lubashevsky, I. (eds 11th Chaos Conference Proceedings, Springer Proceedings in Complexity, Pages 205–214. El-Sayed, Y., Oswald, P., Sattler, S., Pradeep, K., Radespiel, R., Behr, C., Sinapius, M., Petersen, J., Wierach, P., Quade, M., Abel, M., Noack, B. R. & Semaan, R. 2018 Open- and closed-loop control investigations of unsteady Coanda actuation on a high-lift configuration. Paper 3684, Proceedings of the AIAA Aviation, Atlanta, Georgia, USA. Pages 1–13. Deng, N., Pastur, L. R., Morzyński, M. & Noack, B. R. 2018 Route to chaos in the fluidic pinball. Paper FEDSM2018–83359, Proceedings of the ASME 2018 5th Joint US-European Fluids Engineering Summer Conference, Montreal, Quebec, Canada. Pages 1–8. Fan, D., Zhou, Y. & Noack, B. R. 2018 Artificial intelligence control of a turbulence jet. Paper, Proceedings of the 21st Australasian Fluid Mechanics Conference (AFMC), Adelaide, Australia. Pages 1–4. Li, R., Borée, J. Noack, B. R., Cordier, L., & Harambat, F. 2018 Drag reduction of a yawed car model by combining fluidic flaps and turbulence control. Paper, 19th International Symposium on the Application of Laser and Imaging Techniques to Fluid Mechanics, Lisbon, Portugal. Pages 1–29. Barros, D., Borée, J., Spohn, A. & Noack, B. R. 2017 Perturbing shear layers in a turbulent wake. Paper in the Proceedings of the 10th International Symposium On Turbulent and Shear Flow Phenomena (TSFP-10), Chicago, IL, USA Chovet, C., Keirsbulck, L., Noack, B. R., Lippert, M. & Foucaut, J.-M. 2017 Machine learning control for experimental turbulent flow targeting the reduction of a recirculation bubble. Paper ASME FEDSM2017-69272 at the ASME Fluids Engineering Division Summer Meeting (FEDSM), Waikoloa, Hawaii, USA. Chovet, C., Keirsbulck, L., Noack, B. R., Lippert, M. & Foucaut, J.-M. 2017 Machine learning control for experimental shear flows targeting the reduction of a recirculation bubble. Paper, Proceedings of the The 20th World Congress of the International Federation of Automatic Control (IFAC), Toulouse, France. IFAC-PapersOnLine 50 (1), pages 12307-12311. Ferrari, S., Hu, Y., Martinuzzi, R. J., Kaiser, E., Noack, B. R., Oesth, J. & Krajnovic, S. 2017 Visualizing vortex clusters in the wake of a high-speed train. Paper, IEEE International Conference on Systems, Man and Cybernetics (IEEE SMC 2017), pages 683–688, Banff, AB, Canada Kaiser, E., Li, R. & Noack, B. R. 2017 On the control landscape topology. Paper, Proceedings of the The 20th World Congress of the International Federation of Automatic Control, Toulouse, France. Li, R., Noack, B. R., Cordier, L., Borée, J. & Harambat, F. 2017 Machine learning control of the turbulent wake past 3D bluff body. Paper, 52nd International Symposium of Applied Aerodynamics, Lyon, France. Li, R., Noack, B. R., Cordier, L., Borée & Harambat, F. 2017 Machine learning control for drag reduction of a car model in experiment. Paper, The 20th World Congress of the International Federation of Automatic Control, Toulouse, France. Loiseau, J.-C., Deng, N., Pastur, L., Morzyński, M., Noack, B. R. & Brunton, S. L. 2017 Sparse reduced-order modeling of the fluidic pinball. Conference Proceedings, 4th GDR Symposium ”Contr？le Des Décollements”, Orléans, France. Pivot, C., Mathelin, L., Cordier, L. & Noack, B. R. 2017 Reinforcement Learning strategies for closed-loop control in fluid dynamics. Paper, 52nd International Symposium of Applied Aerodynamics, Lyon, France. Pivot, C., Mathelin, L., Cordier, L., Guéniat, F. & Noack, B. R. 2017 A continuous reinforcement learning strategy for closed-loop control in fluid dynamics. Paper 2017-3566, Proceedings of the 35th AIAA Applied Aerodynamiccs Conference, Denver, CO, USA. Raibaudo, C., Zhong, P., Martinuzzi, R. J. & Noack, B. R. 2017 Closed-loop control of a triangular bluff body using rotating cylinders. Paper, Proceedings of the The 20th World Congress of the International Federation of Automatic Control (IFAC), Toulouse, France. IFAC-PapersOnLine 50 (1), Pages 12291–12295. Herouard, N., Niven, R. K. & Noack, B. R. 2016 Maximum entropy closure of Galerkin POD models. Paper, 20th Australiasian Fluid Mechanics Conference (AFMC), The University of Western Australia, Perth. Hosseini, Z., Noack, B. R. & Martinuzzi, R. J. 2015 Sensor-based estimation of the highly modulated wake behind a wall-mounted pyramid. Paper in the Proceedings of the 9th International Symposium On Turbulent and Shear Flow Phenomena (TSFP9), The University of Melbourne, Australia. Barros, D., Borée, J, Noack, B. R., Spohn, A. & Ruiz, T. 2015 Drag reduction of a blunt body by unsteady shear layer forcig and Coanda blowing. Paper, 22ème Congrès Francais de Mécanique, Lyon, France. Tissot, G., Cordier, L. & Noack, B. R. 2015 4D-Var identification of DMD reduced-order models. Paper, 22ème Congrès Francais de Mécanique, Lyon, France. Kaiser, E., Noack, B. R., Cordier, L., Spohn, A., Segond, M., Abel, M., Daviller, G., Morzymski, M., Oesth, J., Krajnovic, S., & Niven, R. K. 2015 Cluster-based reduced-order modelling of shear flows. Proceedings of the 35th International Workshop on Bayesian Inference and Maximum Entropy Methods in Science and Engineering (MaxEnt 2015). AIP Publishing 1636, 151–158. Niven, R. K., Abel, M. W., Waldrip, S. H., Schlegel, M. & Noack, B. R. 2015 Maximum entropy analysis of flow networks with graphical constraints. Proceedings of the 35th International Workshop on Bayesian Inference and Maximum Entropy Methods in Science and Engineering (MaxEnt 2015), Clarkson University, USA. Niven, R. K., Noack, B. R., Kaiser, E., Cattafesta, L., Cordier, L. & Abel, M. W. 2015 Bayesian cyclic networks, mutual information and reduced-order Bayesian inference. Proceedings of the 35th International Workshop on Bayesian Inference and Maximum Entropy Methods in Science and Engineering (MaxEnt 2015), Clarkson University, USA. Tissot, G., Cordier, L. & Noack, B. R. 2015 Feedback stabilization of an oscillating vertical cylinder by POD reduced-order model. Paper, 22ème Congrès Francais de Mécanique, Lyon, France. Berger, Z. P., Berry, M. G., Shea, P., Glauser, M., Jiang, N., Goginemi, S., Kiel, B., Kaiser, E., Noack, B.R., Spohn, A. 2014 Analysis of High Speed Jet Flow Physics with Time-Resolved PIV (Invited). Technical Paper, AIAA Science and Technology Forum and Exposition 2014. National Harbor, MD, USA, 13-17 Jan. 2014. Duriez, T., Parezanovic, V., Laurentie, J.-C., Fourment, C., Delville, J., Bonnet, J.-P., Cordier, L., Noack, B. R., Segond, M., Abel, M. W., Gautier, N., Aider, J.-L., Raibaudo, C., Cuvier, C., Stanislas, M. & Brunton, S. 2014 Closed-loop control of experimental shear layers using machine learning (Invited). Paper in the proceedings of the 7th AIAA Flow Control Conference, Atlanta, Georgia, USA. Tissot, G., Cordier, L., & Noack B.R. 2014 Feedback stabilization of an oscillating vertical cylinder by POD reduced-order model. Proc. Appl. Math. Mech. 14 (1), 729–730. Special Issue: 85th Annual Meeting of the International Association of Applied Mathematics and Mechanics (GAMM), Erlangen 2014; Editors: P. Steinmann and G. Leugering. Berger, Z. P., Berry, M., Shea, P., Noack, B. R., Goginemi, S. & Glauser, M. 2013 Active flow control for high speed jets using advanced modelling coupled with PIV. Paper in the Proceedings of the 8th International Symposium On Turbulent and Shear Flow Phenomena (TSFP-8) (editors: Bonnet, J.-P., Sung, H.J., Vervisch, L. & Hanjalic, K.), Poitiers, France. Bourgeois, J. A., Noack, B. R. & Martinuzzi, R. J. 2013 Generalised phase averaging for experimental surface-mounted body wake measurements: 3D coherent structures and dynamical models. Paper in the Proceedings of the 8th International Symposium On Turbulent and Shear Flow Phenomena (TSFP8) (editors: Bonnet, J.-P., Sung, H.J., Vervisch, L. & Hanjalic, K.). Poitiers, France. Kaiser, E., Spohn, A., Cordier, L. & Noack, B. R. 2013 Local forcing of laminar separation bubbles. Paper in the Proceedings of the 8th International Symposium On Turbulent and Shear Flow Phenomena (TSFP8) (editors: Bonnet, J.-P., Sung, H.J., Vervisch, L. & Hanjalic, K.). Poitiers, France. Niven, R. K. & Noack, B. R. 2013 Minimum flow potential (Massieu function) in flow systems and connection to entropy production extrema. Paper in Proceedings of the 12th Joint European Thermodynamics Conference (JETC 2013), Bescia, Italy. Oesth, J., Krajnovic, S., Barros, D., Cordier, L., Noack, B. R., Borèe, J. & Ruiz, T. 2013 Active flow control for drag reduction of vehicles using large eddy simulation, experimental investigations and reduced-order modeling. Paper in the Proceedings of the 8th International Symposium On Turbulent and Shear Flow Phenomena (TSFP-8) (editors: Bonnet, J.-P., Sung, H.J., Vervisch, L. & Hanjalic, K.), Poitiers, France. Parezanovic, V., Laurentie, J.-C., Fourment, C., Cordier, L., Noack, B. R. & Shaqarin, T. 2013 Modification of global properties of a mixing layer by open/closed loop actuation. Paper in the Proceedings of the 8th International Symposium On Turbulent and Shear Flow Phenomena (TSFP8) (editors: Bonnet, J.-P., Sung, H.J., Vervisch, L. & Hanjalic, K.). Poitiers, France. Tissot, G., Cordier, L., Benard, N. & Noack, B. R. 2013 Model reduction using dynamic mode decomposition. In Kourta, A, Separated flow control and aerodynamic performance improvements (3rd GDR ”Separation Flow Control” Symposium). pages 153–161. Tissot, G., Cordier, L., Benard, N. & Noack, B. R. 2013 Dynamic mode decomposition of PIV measurements for cylinder wake flow in turbulent regime. Paper in the Proceedings of the 8th International Symposium On Turbulent and Shear Flow Phenomena (TSFP-8) (editors: Bonnet, J.-P., Sung, H.J., Vervisch, L. & Hanjalic, K.), Poitiers, France. Tissot, G., Cordier, L., Benard, N. & Noack, B. R. 2013 4D-variational data assimilation for POD reduced-order models. Paper in the Proceedings of the 8th International Symposium On Turbulent and Shear Flow Phenomena (TSFP-8) (editors: Bonnet, J.-P., Sung, H.J., Vervisch, L. & Hanjalic, K.), Poitiers, France. Benard, N., Sujar-Garrido, P., Parezanovic, V., Laurentie, J.-C., Noack, B. R., Bonnet, J.-P. & Moreau, E. 2012 Modifications of Reynols stresses by localized unsteady forcing. Proceedings of the EASN Workshop on Flight Physics and Propulsion, pp. 1–12. Berger, Z.P., Low, K.L., Glauser, M. N., Kostka, S., Gogineni, S., Noack, B. R. & Cordier, L. 2012 Reduced order models for a high speed jet with time-resolved PIV. Paper at the AIAA ASM13 Internoise. Kasten, J., Hotz, I., Noack, B. R. & Hege, H.-C. 2012 Vortex merge graphs in two-dimensional unsteady flow fields. Best short paper in Meyer, M. & Weinkauf, T., Eurographics Conference on Visualization (EuroVis 2012), Vienna, Austria. Morzyński, M., Stankiewicz, W., Thiele, F., Noack, B. R. & Tadmor, G. 2012 Global stability analysis — a key enabler in reduced-order models and flow control. In Reijasse, P., Knight, D., Ivanov, M., & Lipatov, I. (eds.), ’Progress in Flight Physics, Volume 3’, pp. 491–502, EUCASS book series ’Advances in Aerospace Sciences’, Torus Press, Moscow. Tissot, G., Cordier, L. & Noack, B. R. 2012 4D-variational data assimilation using POD reduced-order model. Paper of Conference on Modelling Fluid Flow (CMFF12), The 15th International Conference on Fluid Flow Technologies, Budapest, Hungary, Tissot, G., Cordier, L. & Noack, B. R. 2012 Dynamic Mode Decomposition of PIV measurements for the cylinder wake in turbulent regime. Paper of Conference on Modelling Fluid Flow (CMFFa€？12), The 15th International Conference on Fluid Flow Technologies, Budapest, Hungary. Tissot, G., Cordier, L. & Noack, B. R. 2012 4D-variational data assimilation using POD Reduced-Order Models. Paper of 47th International Symposium of Applied Aerodynamics. Wind tunnel and computation: a joint strategy for flow prediction, Association Aérodynamique Astronautique de France (3AF), Paris, France. Tissot, G., Cordier, L. & Noack, B. R. 2012 Dynamic Mode Decomposition of PIV measurements for the cylinder wake flow in turbulent regime. Paper of 47th International Symposium of Applied Aerodynamics. Wind tunnel and computation: a joint strategy for flow prediction, Association Aérodynamique Astronautique de France (3AF), Paris, France. Cordier, L., Bénard, N. & Noack, B. R. 2011 Analyse de Koopman d’un écoulement de sillage control par plasma. Paper of 20ème Congrès Francais de Mécanique, Besancon, France. Stankiewicz, W., Roszak, R., Morzyński, M., Noack, B. R. & Tadmor, G. 2011 Continuous mode interpolation between multiple operating conditions for reduced-order modelling of the flow. Paper, International Conference on Numerical Analysis and Applied Mathematics (ICNAAM 2011), Vols. A–C, pp. 1389. Melville, NY, USA: American Institute of Physics. Tissot, G., Cordier, L. & Noack, B. R. 2011 Solving a Variational Data Assimilation Problem using a Trust-Region Adaptive Method (french: Résolution d’un problème d’assimilation variationnelle 4D-VAR par des modèles réduits POD adaptatifs). Paper of 20ème Congrès Francais de Mécanique, Besancon, France. Aleksic, K., Luchtenburg, D. M., King, R., Noack, B. R. & Pfeiffer, J. 2010 Robust nonlinear control versus linear model predictive control of a bluff body wake. AIAA paper 2010-4833, 5th Flow Control Conference, Chicago, IL, USA, 18 pages. Ahlborn, B., Curzon, F., Noack, B. R., Schlegel, M. & Tadmor, G. 2009 Thermodynamics of Turbulence (Invited talk). Joint European Thermodynamics Conference X, Copenhagen, Denmark. Kasten, J., Petz, C., Hotz, I., Noack, B. R. & Hege, H.-C. 2009 Localized finite-time Lyapunov exponent for unsteady flow analysis. In Magnor, M., Rosenhahn, B., Theisel, H. (eds.), Proc. Vision Modeling and Visualization (VMV), Univ. Magdeburg, Institut für Simulation und Graphik, Germany (ISBN-13: 978-3980487481), pp. 265–274, Siauw, W. L., Bonnet, J.-P., Tensi, J., Cordier, L. Noack, B. R., & Cattafesta, L. III 2009 Transient dynamics of the flow around a NACA0015 airfoil using fluid vortex generators. Paper in the Proceedings of the The Sixth International Symposium on Turbulence and Shear Flow Phenomena (TSFP-6). Seoul National University, Seoul, Korea. Tadmor, G., Noack, B. R., Schlegel, M., Morzyński, M. & Kelley, S. 2009 Mean field models and finite-time thermodynamics: A unified framework for low order, multi-scale Galerkin models of fluid flows. Joint European Thermodynamics Conference X, Copenhagen, Denmark. Wiederhold, O., King, R., Noack, B. R., Neuhaus, L., Neise, W., Enghard, L. & Swoboda, M. 2008 Extensions of extremum-seeking control to improve the aerodynamic performance of axial turbomachines. AIAA-Paper 092407, 39th AIAA Fluid Dynamics Conference, San Antonio, TX, USA. Aleksic, K, King, R., Noack, B. R., Lehmann, O., Morzyński, M. & Tadmor, G. 2008 Nonlinear model predictive control based on a low dimensional model of fluid flow. Paper at the 2nd International Conference on Jets, Wakes and Separated Flows, Berlin, Germany. King, R., Aleksic, K., Gelbert, G., Losse, N., Muminovic, R., Brunn, A., Nitsche, W., Bothien, M.R., Moeck, J.P., Paschereit, C.O., Noack, B.R. Rist, U. & Zengl, M. 2008 Model predictive flow control — invited paper. AIAA-Paper 2008-3975, 4th AIAA Flow Control Conference, Seattle, WA, USA. Lacarelle, A., Faustmann, T., Greenblatt, D, Paschereit, C. O., Luchtenburg, M. & Noack, B. R. 2008 Spatio-temporal characterization of a conical swirler flow field under strong forcing. Paper GT2008-50970, Proceedings of ASME Turbo Expo 2008: Power for Land, Sea and Air, Berlin, Germany. Lacarelle, A., Luchtenburg, D. M., Paschereit, C. O. & Noack, B. R. 2008 Investigating the structure of premixed flames in dependence of acoustic actuation and fuel injection position with OH-chemiluminiscence images. Paper at the 2nd International Conference on Jets, Wakes and Separated Flows, Berlin, Germany. Noack, B. R., Schlegel, M., Ahlborn, B., Tadmor, G., Mutschke, G., Morzyński, M. & Comte, P. 2008 Finite-time thermodynamics for shear flows: a unifying formalism for instabilities, nonlinear dynamics and statistical physics (Semi-plenary talk). Paper in the Proceedings of the Mathematical Theory of Networks and Systems, Blacksburg, VA, USA. Schlegel, M., Noack, B. R., Jordan, P. & Tadmor, G. 2008 Least-order modal flow decompositions for aerodynamic and aeroacoustic goal functionals. Paper at the 2nd International Conference on Jets, Wakes and Separated Flows, Berlin, Germany. Tadmor, G., Bissex, D., Noack, B. R., Morzyński, M., Colonius, T., & Taira, K. 2008 Temporal-Harmonic specific POD mode extraction. AIAA-Paper 2008-4190, 4th AIAA Flow Control Conference, Seattle, WA, USA, pp. 1–8. Tadmor, G., Bissex, D., Noack, B. R., Morzyński, M., Colonius, T., & Taira, K. 2008 A fast approximate POD algorithm for long time data trajectories. AIAA-Paper 2008-4191, 4th AIAA Flow Control Conference, Seattle, WA, USA, pp. 1–16. Aleksic, K., King, R., Noack, B. R., Lehmann, O., Morzyński, M. & Tadmor, G. 2007 Nonlinear flow control using a low-dimensional Galerkin model. Proceedings of the IX Triennial International SAUM Conference on Systems, Automatic Control and Measurments, Nis, Serbia, pp. 63–66. Groeschel, E., Schroeder, W., Schlegel, M., Scouten, J., Noack, B. R. & Comte, P. 2007 Reduced-order analysis of turbulent jet flow and its noise source. ESAIM: Proceedings 16, 33–50. Special Issue Cancés, E. & Gerbeau, J.-F. (eds.) CEMRACS 2005 — Computational Aeroacoustics and Computational Fluid Dynamics in Turbulent Flows. Marseille, France, July 18–August 26, 2005. Jordan, P., Schlegel, M., Stalnov, O., Noack, B. R. & Tinney, C. E. 2007 Identifying noisy and quiet modes in a jet. AIAA-Paper 2007–3602, 13th AIAA/CEAS Aeroacoustics Conference, Roma, Italy. Morzyński, M., Stankiewicz, W., Noack, B. R. & Tadmor, G. 2007 Globalna analiza stabilno？ci i ciag la interpolacja modów w zastosowaniu do modelowania przep lywu p lynów. In Kubnik, J. Kurnik, W. & Nowacki, W. K. (eds.) Proceedings of the I Kongres Mechaniki Polskiej, Warszawa, Poland. Noack, B. R., Schlegel, M., Ahlborn, B., Mutschke, G., Morzyński, M., Comte, P. & Tadmor, G. 2007 A finite-time thermodynamics of unsteady flows — from the onset of vortex shedding to developed homogeneous turbulence. In Guy, B. & Tondeur, D. (eds.), Proceedings of the Joint European Thermodynamics Conference IX (JETC 2007), pp. 129–132. Tadmor, G., Gonzalez, J., Noack, B. R., Lehmann, O., Luchtenburg, D. M., Morzyński, M. & Stankiewicz, W. 2007 Shift Modes and Transient Dynamics in Low Order, Design Oriented Galerkin models. AIAA-Paper 2007-0111, 45th AIAA Aerospace Sciences Meeting and Exhibit, Reno, NV, USA. Tadmor, G., Centuori, M. D., Lehmann, O., Noack, B. R. & Morzyński, M. 2007 A low order Galerkin design model for feedback flow stabilization over a 2-D airfoil. AIAA-Paper 2007-1313, 45th AIAA Aerospace Sciences Meeting and Exhibit, Reno, NV, USA. Li, F., Banaszuk, A., Tadmor, G., Noack, B. R. & Mehta, P. G. 2006 A reduced order Galerkin model for the reacting bluff body flame holder. Invited AIAA-Paper 2006-3487, 3rd AIAA Flow Control Conference, San Francisco, CA, USA. Luchtenburg, M., Tadmor, G., Lehmann, O., Noack, B. R., King, R. & Morzyński, M. 2006 Tuned POD Galerkin models for transient feedback regulation of the cylinder wake. AIAA-Paper 2006-1407, 44th AIAA Aerospace Sciences Meeting and Exhibit, Reno, NV, USA. Morzyński, M., Stankiewicz, W., Noack, B. R., Thiele, F. & Tadmor, G. 2006 Generalized mean-field model for flow control using a continuous mode interpolation. AIAA-Paper 2006-3488, 3rd AIAA Flow Control Conference, San Francisco, CA, USA. Pastoor, M., Noack, B. R., King, R. & Tadmor, G. 2006 Spatiotemporal waveform observers and feedback in shear layer control. AIAA-Paper 2006-1402, 44th AIAA Aerospace Sciences Meeting and Exhibit, Reno, NV, USA. Tadmor, G., Noack, B. R., & Morzyński, M. 2006 Control oriented models and feedback design in fluid flow systems: A review (Invited paper). Proceedings of the 14th IEEE Mediteranean Conference on Control and Automation. Ancona, Italy. Lehmann, O., Luchtenburg, M., Noack, B. R., King, R., Morzyński, M. & Tadmor, G. 2005 Wake stabilization using POD Galerkin models with interpolated modes. Invited Paper 1618, Proceedings of the 44th IEEE Conference on Decision and Control and European Control Conference ECC 2005, Seville, Spain. Morzyński, M., Goujon-Durand, S., Noack, B. R., Wesfried, J.E. & Thiria, B. 2005 Numerical analysis of the wake control behind a circular cylinder with oscillatory rotation. In Gutkowski, W. & Kowalewski, T.A. (eds.) Proceedings of the 21st International Congress of Theoretical and Applied Mechanics, Warsaw, Poland. Springer-Verlag, Paper FM11L_12736. Noack, B. R., Papas, P., Monkewitz, P. A., Morzyński, M. & Tadmor, G. 2005 Empirical Galerkin models for incompressible flow — Pressure-term and ‘subgrid’ turbulence representations. In Gutkowski, W. & Kowalewski, T.A. (eds.) Mechanics of the 21st Century, Proceedings of the 21st International Congress of Theoretical and Applied Mechanics, Warsaw, Poland, 15–21 August 2004, Springer-Verlag, Paper FM24S_11454. Pastoor, M., King, R., Noack, B. R. & Tadmor, G. 2005 Observers and feedback control for shear layer vortices. Invited Paper 1608, Proceedings of the 44th IEEE Conference on Decision and Control and European Control Conference ECC 2005, Seville, Spain. Pastoor, M., King, R., Noack, B. R., Tadmor, G. & Morzyński, M. 2005 Model-based control of shear flows using low-dimensional Galerkin- and vortex models. In Gutkowski, W. & Kowalewski, T.A. (eds.) Mechanics of the 21st Century, Proceedings of the 21st International Congress of Theoretical and Applied Mechanics, Warsaw, Poland, 15–21 August 2004, Springer-Verlag, Paper FM11L_12624. Stankiewicz, W., Morzyński, M., Noack, B. R. & Thiele, F. 2005 Stability properties of 2D flow around Ahmed body. In Ciegis, R. (ed.) Proceedings of the 10th International Conference: Mathematical Modelling and Analysis, pp. 129-135, IMACS. Morzyński, M. & Noack, B. R. 2004 Sterowamie oplywem wokól cial cylindrycznych przy pomocy poprzecznego ruchu oscylacyjnego — symulacja numeryczna i modelle (transl: Control of the flow around a cylinder with oscillotory motion — numerical simulations and models). Proceedings of the ’XVI Krajowa Konferencja Mechaniki Plynów’, Waplewo, Polen. Noack, B. R., Tadmor, G. & Morzyński, M. 2004 Actuation models and dissipative control in empirical Galerkin models of fluid flows. Paper FrP15.6, Proceedings of The 2004 American Control Conference, Boston, MA, USA. Noack, B. R., Tadmor, G. & Morzyński, M. 2004 Low-dimensional models for feedback flow control. Part I: Empirical Galerkin models. Invited AIAA-Paper 2004-2408, 2nd AIAA Flow Control Conference, Portland, Oregon, USA. Noack, B. R., Pelivan, I., Tadmor, G., Morzyński, M. & Comte, P. 2004 Robust low-dimensional Galerkin models of natural and actuated flows. In Schroeder, W. & Troeltzsch, P. (eds.), Proceedings of the Fourth Aeroacoustics Workshop, Institut für Akustik und Sprachkommunikation, Technische University Dresden. Pastoor, M., King, R., Noack, B. R. & Tadmor, G. 2004 Niederdimensionale Galerkin- und Wirbelmodelle zur modellbasierten Regelung von Scherstroemungen (transl.: Low-dimensional Galerkin and vortex models for model-based feedback control of shear flows). Invited Paper, 38. Regelungstechnisches Kolloquium in Boppard, Germany. Tadmor, G. & Noack, B. R. 2004 Dynamic estimation for reduced Galerkin models of fluid flows. Paper WeM18.1, Proceedings of The 2004 American Control Conference, Boston, MA, USA. Tadmor, G., Noack, B. R., Morzyński, M. & Siegel, S. 2004 Low-dimensional models for feedback flow control. Part II: Observer and controller design. Invited AIAA-Paper 2004-2409, 2nd AIAA Flow Control Conference, Portland, OR, USA. Gerhard, J., Pastoor, M., King, R., Noack, B. R., Dillmann, A., Morzyński, M. & Tadmor, G. 2003 Model-based control of vortex shedding using low-dimensional Galerkin models. AIAA-Paper 2003-4262, 33rd AIAA Fluid Dynamics Conference and Exhibit, Orlando, FL, USA. Pastoor, M., King, R., Noack, B. R., Dillmann, A. & Tadmor, G. 2003 Model-based coherent-structure control of turbulent shear flows using low-dimensional vortex models. AIAA-Paper 2003-4261, 33rd AIAA Fluid Dynamics Conference and Exhibit, Orlando, FL, USA. Tadmor, G., Noack, B. R., Dillmann, A., Gerhard, J., Pastoor, M., King, R. & Morzyński, M. 2003 Control, observation and energy regulation of wake flow instabilities. Paper WeM10-4, pages 2334–2339, Proceedings of the 42nd IEEE Conference on Decision and Control 2003, Maui, HI, USA. Narayanan, S., Noack, B. R. & Meiburg, E. 2002 Reduced-order dynamical modeling of sound generation from a jet. AIAA-Paper 2002–0073, 40th AIAA Aerospace Sciences Meeting & Exhibit, Reno, Nevada, USA. Coller, B. D., Noack, B. R., Narayanan, S., Banaszuk, A. & Khibnik, A.I. 2000 Reduced-basis model for active separation control in a planar diffuser flow. AIAA-Paper 2000-2562, AIAA Fluids 2000 Conference and Exhibit, Denver, CO, USA. Noack, B. R., Mezic, I. & Banaszuk, A. 2000 Controlling vortex motion and chaotic advection. Invited Paper INV 4902, pages 1716–1723, Proceedings of the 39th IEEE Conference on Decision and Control 2000 (Chair: Bitmead, R.R.), Sydney, Australia. Noack, B. R. & Eckelmann, H. 1993 Theoretical investigation of the cylinder wake with a low-dimensional Galerkin method. In Eckelmann, H., J.M.R. Graham, P. Huerre & Monkewitz, P. A. (eds.) Bluff Body Wakes, Dynamics and Instabilities. IUTAM-Symposium Gottingen/Germany 1992, Springer-Verlag, Berlin, New York, pp. 143–146.

学术兼职

2022- 国家自然科学基金项目评审专家 2022 深圳市无人机行业协会特聘专家 Committee Expert, Shenzhen UAV Industry Association, Shenzhen, P.R. China. Editorial board member of MDPI Journal Artificial Intelligence Guest editor of the International Journal of Numerical Methods in Fluids. Reviewer for over 50 Journals and many conferences. Assessor for the German Research Foundation, the German Academic Exchange Office (DAAD), the Einstein Foundation, the Swiss National Science Foundation, the Royal Society of London, the Swedish Fulbright Commission, the Israel Science Foundation, the Czech Science Foundation, etc. Proponent and main organizer of the CISM course "Machine Learning for Fluid Mechanics" with Prof. S. L. Brunton, a one-week summer school to be held at the International Centre for Mechanical Sciences (CISM) in Udine, Italy, 10-14 July 2023. Main organizer of the "First International Forum on Artificial Intelligence for Fluid Mechanics (IFAIME-2022)" with Profs. B. Li and X. He, School of Mechanical Engineering and Automation, Harbin Institute of Technology, Shenzhen, China, July 25-September 5, 2022. Member of International Scientific Committee of the "XXV Fluid Mechanics Conference", Rzeszow, Poland, September, 2022. Member of International Scientific Committee of the IUTAM Symposium "Datadriven modeling and optimization in fluid mechanics", Aarhus University, Denmark, July, 2022. Member of Advisory Committee of the Conference "Turbulence and Shear Flow Phenomena (TSFP12)", Osaka, Japan, July 2022. Executive Editor-in-Chief of the Special Issue "Artificial Intelligence in Fluid Mechanics" of Acta Mechanica Sinica, jointly with Prof. W. W. Zhang, 2022. Co-organizer of the EuroMech Colloquium 614 "Machine learning methods for prediction and control of separated turbulent flows", jointly with Dr. L. Mathelin, Prof. P. Schmid & Prof. I. Morazawi, Paris, France, June 2021. Co-organizer of the von Karman Institute courses "Machine learning for fluid mechanics," Bruexelles, Belgium, jointly with Profs. A. Mendez, A. Ianiro and S. L. Brunton. This course had the largest audience in the history of the series, 2020. Editorial Board Member of the MDPI Journal 'Artificial Intelligence' since 2020.

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