信息来源： 对课题组建设的思考

Vinuesa, R., Brunton, S.L. & McKeon, B.J. The transformative potential of machine learning for experiments in fluid mechanics. Nat Rev Phys 5, 536–545 (2023). doi.org

参考文献： paper1: Zhao, Zhesheng et al. 2025. “New Insights into the Cavitation Erosion by Bubble Collapse at Moderate Stand-off Distances.” Journal of Fluid Mechanics 1015: A33. doi: 10.1017/jfm.2025.10331. paper2: Biswas, Lima, and Anirban Guha. 2025. “Stability Analysis of Time-Periodic Shear Flow Generated by an Oscillating Density Interface.” Journal of Fluid Mechanics 1015: A27. doi: 10.1017/jfm.2025.10387. paper3: Zhang, Yumeng et al. 2025. “Initial Perturbation Dependence on Richtmyer–Meshkov Instability with Reshock.” Journal of Fluid Mechanics 1015: A44. doi: 10.1017/jfm.2025.10377.

参考文献： paper1: Curcic, Milan. 2025. “Revisiting the Hydrodynamic Modulation of Short Surface Waves by Longer Waves.” Journal of Fluid Mechanics 1015: A20. doi: 10.1017/jfm.2025.10376. paper2: Abhishek, Atul Sharma, and Sandip Kumar Saha. 2025. “Flow-Induced Vibration of a Cylinder Subjected to Proximity Interference by a Downstream-Cylinder.” Journal of Fluid Mechanics 1015: A16. doi: 10.1017/jfm.2025.10347. paper3: Boral, Susam, Bao-Yu Ni, and Alexander A. Korobkin. 2025. “Interactions of Flexural-Gravity and Interfacial Waves in a Two-Layer Fluid with a Discontinuous Background Mean Flow.” Journal of Fluid Mechanics 1015: A22. doi: 10.1017/jfm.2025.10268.

参考文献： paper1: Ma, Guo-Zhen et al. 2025. “Inter-Scale Energy Transfer and Interaction in a Turbulent Channel Flow with Randomly Distributed Wall Roughness.” Journal of Fluid Mechanics 1015: A2. doi: 10.1017/jfm.2025.10352. paper2: Lanzilao, Luca, and Johan Meyers. 2025. “Wind-Farm Wake Recovery Mechanisms in Conventionally Neutral Boundary Layers.” Journal of Fluid Mechanics 1015: A5. doi: 10.1017/jfm.2025.10320. paper3: Yuan, Chunxin et al. 2025. “A Novel Kadomtsev–Petviashvili Type Model for Nonlinear Internal Waves with Horizontally Two-Dimensional Shear Currents and Earth’s Rotation.” Journal of Fluid Mechanics 1015: A3. doi: 10.1017/jfm.2025.10344.

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参考文献： paper1： Wang, Yan et al. 2025. “Effects of Tip Speed Ratio on Wind Turbine Wake Meandering.” Journal of Fluid Mechanics 1014: A3. doi: 10.1017/jfm.2025.10276. paper2： Huang, Guangyuan et al. 2025. “Taylor Dispersion of Bubble Swarms Rising in Quiescent Liquid.” Journal of Fluid Mechanics 1014: R1. doi: 10.1017/jfm.2025.10316. paper3： Stellmach, Stephan. 2025. “A New Spin on Rotating Convection.” Journal of Fluid Mechanics 1014: F1. doi: 10.1017/jfm.2025.10160. paper4： Lei, Wenhai et al. 2025. “3-D-Geometry-Triggered Transition from Monotonic to Non-Monotonic Effects of Wettability on Multiphase Displacements in Homogeneous Porous Media.” Journal of Fluid Mechanics 1014: R2. doi: 10.1017/jfm.2025.10196. paper5： Lagemann, Esther, Julia Roeb, Steven L. Brunton, and Christian Lagemann. 2025. “A Deep Learning Approach to Wall-Shear Stress Quantification: From Numerical Training to Zero-Shot Experimental Application.” Journal of Fluid Mechanics 1014: A1. doi: 10.1017/jfm.2025.10150.

参考文献： paper1：Park, Han June, Sung-Gwang Lee, and Wontae Hwang. 2025. “Experimental Investigation of Turbulent and Laminar Flow Regimes in a Supersonic Free Jet under Near-Vacuum Conditions.” Journal of Fluid Mechanics 1014: A12. doi: 10.1017/jfm.2025.10269. paper2：Gawandalkar, Udhav U. et al. 2025. “Examination of Ventilated Cavities in the Wake of a Two-Dimensional Bluff Body Using X-Ray Densitometry.” Journal of Fluid Mechanics 1014: A14. doi: 10.1017/jfm.2025.10266. paper3：Virgilio, Marco, Thomas Preskett, Prateek Jaiswal, and Bharathram Ganapathisubramani. 2025. “Pressure Gradient History Effects on Integral Quantities of Turbulent Boundary Layers: Experiments and Data-Driven Models.” Journal of Fluid Mechanics 1014: A2. doi: 10.1017/jfm.2025.10245. paper4：Chen, Chenren et al. 2025. “Modulation of the Instability Growth at Sequential Heavy–Light Interfaces in a Shocked Dual Layer.” Journal of Fluid Mechanics 1014: A4. doi: 10.1017/jfm.2025.10281.

参考文献：Vinuesa, R., Brunton, S.L. Enhancing computational fluid dynamics with machine learning. Nat Comput Sci 2, 358–366 (2022). doi.org

JFM 2025, 10, July Series06 3篇文献 paper1: Ramsey, David N., Joseph R. Gavin, and Krishan K. Ahuja. 2025. “Howling of a Model-Scale Nozzle Due to Shock-Induced Boundary-Layer Separation at Its Exit.” Journal of Fluid Mechanics 1014: A8. doi: 10.1017/jfm.2025.10170. paper2: Bose, Rikhi, and Xiaojue Zhu. 2025. “A Framework for Suppressing Triad Interaction in Nonlinear Dynamical Systems: Application to Multiple States in Two-Dimensional Rayleigh–Bénard Convection.” Journal of Fluid Mechanics 1014: A7. doi: 10.1017/jfm.2025.10315. paper3: Lee, Sangjoon, and Philip S. Marcus. 2025. “Transient Growth of a Wake Vortex and Its Initiation via Inertial Particles.” Journal of Fluid Mechanics 1014: A16. doi: 10.1017/jfm.2025.253.

JFM 2025, 10, July Series06 3篇文献 paper1: Nagy, Péter Tamás. 2025. “Constructing Quadratic Lyapunov Functions for Conditionally Stable Fluid Dynamics Systems.” Journal of Fluid Mechanics 1014: A25. doi: 10.1017/jfm.2025.10272. paper2: Huang, Lizhong et al. 2025. “How Can Two Circular Self-Propelled Particles Form a Stable Wedge-like Conformation in Channel Flow?” Journal of Fluid Mechanics 1014: A19. doi: 10.1017/jfm.2025.10277. paper3: Chen, Yuhang et al. 2025. “Cross-Wind-Induced Spanwise Flapping of Tandem Turbulent Diffusion Flames: Experimental- and Large Eddy Simulation-Based Study.” Journal of Fluid Mechanics 1014: A10. doi: 10.1017/jfm.2025.10182.

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