杨晓雷,研究员, 中国科学院力学研究所,超常环境非线性力学全国重点实验室,湍流和大涡模拟课题组
电子邮件: xyang@imech.ac.cn
ORCID: https://orcid.org/0000-0002-2606-0672
Google Scholar: https://scholar.google.com/citations?user=qiG-0OsAAAAJ&hl=en
ResearchGate: https://www.researchgate.net/profile/Xiaolei-Yang?ev=hdr_xprf
研究方向
流体力学基础研究:湍流的数值模拟方法;非均衡湍流的机理与模型;智能流体力学
流体力学应用基础研究:风能中的流体力学问题;河流动力学;血流动力学

教育背景
工作经历
工作简历
学术兼职
2025-07-01-今,《力学学报》期刊, 编委
2025-07-01-今,中国力学学会流体力学专委会, 秘书
2025-06-01-今,《Wind Energy Science》期刊, 副主编
2025-06-01-今,《Boundary-Layer Meteorology》期刊, 编委
2022-08-31-今,中国空气动力学会智能空气动力学专业组, 组员
2021-09-01-2025-07-01,《力学快报(英文)》, 执行副主编
教授课程
纽约州立大学石溪分校
1. MEC 102: Engineering Computing and Problem Solving (undergraduate), 2018, 2019 Spring
2. MEC 510: Object-Oriented Programming for Scientists and Engineers (graduate), 2016, 2017, 2018 Fall
3. MEC 524: Computational Methods for Fluid Mechanics and Heat Transfer (graduate), 2017 Spring
4. MEC 596: Projects in Mechanical Engineering (graduate), 2019 Spring
中国科学院大学
1. 高等流体力学(研究生),2024-2025年秋季学期
2. 低年级研讨课(本科生),2024年秋季学期
学术论著
期刊论文 (∗ 通讯作者)
- Zhou Z, Zhang F, & Yang* X. A features-embedded-learning immersed boundary model for large-eddy simulation of turbulent flows with complex boundaries. Computers and Fluids, 2026, 319, 107247.
- Dong G, & Yang* X. Impacts of blade designs on wake dynamics in tandem wind turbine configurations. Journal of Fluid Mechanics, 2026, 1040, A42.
- Yang X, Luo Q, Zhang F, Zhang X, & He* G. Large-eddy simulation enhanced by machine learning: space-time correlations, wall models, and shape optimization. Fluid Dynamics Research, 2026, 58 (3), 035509.
- Zhang F, Yang* X, & He G. A differentiable wall-modeled large-eddy simulation method for high-Reynolds number wall-bounded turbulent flows. Journal of Computational Physics, 2026, 557, 114835.
- Liu X, Li Z, & Yang* X. PhyWakeNet: A dynamic wake model accounting for aerodynamic force oscillations. Wind Energy Science, 2026, 11 (3), 771-793.
- Chen D, Li Q, Lin H, Ma G, & Yang* X. A data-driven method based on SCADA and large-eddy simulation for nacelle north offset diagnosis. Renewable Energy, 2026, 263, 125450.
- Cheng A, Zhou* Z, Yang* X, & He G. A drag model for rough surfaces learned using feature importance-informed symbolic regression. Journal of Fluids Engineering, 2026, 148 (4), 041302.
- Dong G, Qin J, Wu C, Xu C, & Yang* X. Reinforcement learning-enhanced genetic algorithm for wind farm layout optimization. Renewable Energy, 2026, 259, 125093.
- Chen D, Li Q, Lin H, Cheng S, & Yang* X. A method using SCADA data for diagnosing wind turbines' anemometer systematic errors. Renewable Energy, 2026, 259, 125081.
- Xu D, Li Z, Yang X, Hou P, Carmo B, & Mao* X. Data-driven modeling of wind farm wake flow based on multi-scale feature recognition. Renewable Energy, 2026, 256 (H), 124517.
- Yang* X, Sotiropoulos F, & Sorensen J. Wind farm fluid mechanics for high-penetration wind energy. Renewable and Sustainable Energy Reviews, 2026, 226 (C), 116260.
- Li S, Zhou Z, Yang* X, He G, & Chen H. Flow statistics and similarity in rough-wall periodic hill flows. Physical Review Fluids, 2025, 10, 104608.
- Zhang Z, Anjiraki, GM, Seyedzadeh H, Sotiropoulos F, Yang X, & Khosronejad* A. Predicting equilibrium bed morphology of large-scale meandering rivers using a novel LES-trained machine learning approach. Journal of Advances in Modeling Earth Systems, 2025, 17, e2024MS004710.
- Li Z, & Yang X. Self-consistent model for active control of wind turbine wakes. Journal of Fluid Mechanics, 2025, 1013, A36.
- Zhang F, Zhou Z, Yang* X, & He G. Knowledge-integrated additive learning for consistent near-wall modelling of turbulent flows. Journal of Fluid Mechanics (Rapids), 2025, 1011, R1.
- Li Q, Chen D, Lin H, & Yang* X. A review of diagnostic methods for yaw errors in horizontal axis wind turbines. Energies, 2025, 18 (3), 558. (Invited)
- Zhou Z, Zhang X, He G, & Yang* X. A wall model for separated flows: embedded learning to improve a posteriori performance. Journal of Fluid Mechanics, 2025, 1002, A3.
- Zhang X, Zhang F, Li Z, Yang X, & He* G. Large-eddy simulation-based shape optimization for mitigating turbulent wakes of a bluff body using the regularized ensemble Kalman method. Journal of Fluid Mechanics, 2024, 1001, A31.
- Li Y, Zhang F, Li Z, & Yang* X. Impacts of inflow turbulence on the flow past a permeable disk. Journal of Fluid Mechanics, 2024, 999, A30.
- Zhou Z, Li S, He G, & Yang* X. A data-driven distributed force model for wall-modeled large-eddy simulations of rough-wall turbulence. Journal of Computational Physics, 2024, 514, 113241.
- Li Z, Li Y, & Yang* X. Large eddy simulation and linear stability analysis of active sway control for wind turbine array wake. Physics of Fluids, 2024, 36, 075116.
- Yan X, Zhou Z, Cheng X, & Yang* X. Time integration schemes based on neural networks for solving partial differential equations on coarse grids. Communications in Computational Physics, 2024, 36, 1262-1306.
- Qin J, Liao F, Dong G, & Yang* X. Parallelization strategies for resolved simulations of fluid-structure-particle interactions. Applied Mathematics and Mechanics (English Edition), 2024, 45(5), 857-872.
- Li Z, & Yang* X. Resolvent-based motion-to-wake modelling of wind turbine wakes under dynamic rotor motion. Journal of Fluid Mechanics, 2024, 980, A48.
- Rivera-Arreba I, Li Z, Yang* X, & Bachynski-polić* E E. Comparison of the dynamic wake meandering model against large eddy simulation for horizontal and vertical steering of wind turbine wakes. Renewable Energy, 2024, 221, 109887.
- Wang Z, & Yang* X. Upward shift of wind turbine wakes in large wind farms. Energies, 2023, 16(24), 8051.
- Zhang F, Yang* X, & He G. Multiscale analysis of a very long wind turbine wake in an atmospheric boundary layer. Physical Review Fluids, 2023, 8, 104605.
- Wang Z, Dong G, Li Z, & Yang* X. Statistics of wind farm wakes for different layouts and ground roughness. Boundary-Layer Meteorology, 2023, 188, 285-320.
- Dong G, Qin J, Li Z, & Yang* X. Characteristics of wind turbine wakes for different blade designs. Journal of Fluid Mechanics, 2023, 965, A15.
- Zhou Z, Yang XIA X, Zhang F, & Yang* X. A wall model learned from the periodic hill data and the law of the wall. Physics of Fluids, 2023, 35, 055108.
- Zhang Y, Li Z, Liu X, Sotiropoulos F, & Yang* X. Turbulence in waked wind turbine wakes: similarity and empirical formulae. Renewable Energy, 2023, 209, 27-41.
- Li Y, Li Z, Zhou Z, & Yang* X. Large-eddy simulation of wind turbine wakes in forest terrain. Sustainability, 2023, 25(6), 5139.
- Khosronejad* A, Limaye A B, Zhang Z, Kang S, Yang X, & Sotiropoulos F. On the morphodynamics of a wide class of large-scale meandering rivers: Insights gained by coupling LES with sediment-dynamics. Journal of Advances in Modeling Earth Systems, 2023, 15, e2022MS003257.
- Santoni C, Khosronejad A*, Yang X, Seiler P, & Sotiropoulos F. Coupling turbulent flow with blade aeroelastics and control modules in large-eddy simulation of utility-scale wind turbines. Physics of Fluids, 2023, 35, 015140.
- Li S, Zhou Z, Chen D, Yuan X, Guo Q, & Yang* X. Effects of wall topology on statistics of cube-roughened wall turbulence. Boundary-Layer Meteorology, 2023, 186, 305-336.
- Zhou Z, Li Z, Yang* X, Wang S, & Xu D. Investigation of the wake characteristics of an underwater vehicle with and without a propeller. Ocean Engineering, 2022, 266, 113107.
- Li S, Yang* X, Yuan X, & Guo Q. Numerical Study on the Effect of Roughness Element Orientation on Turbulence Statistics. Acta Aerodynamica Sinica, 2022. (in Chinese)
- Li Z, Liu X, & Yang* X. Review of turbine parameterization models for large-eddy simulation of wind turbine wakes. Energies, 2022, 15, 6533. (Invited; Feature paper)
- Li S, Yang* X, & Lv Y. Predictive capability of the logarithmic law for roughness-modeled large-eddy simulation of turbulent channel flows with rough walls. Physics of Fluids, 2022, 34, 085112.
- Oaks W, Kang S, Yang X, & Khosronejad* A. Lagrangian dynamics of contaminant particles released from a point source in New York City. Physics of Fluids, 2022, 34, 073303.
- Li Z, Dong G, Qin J, Zhou Z, & Yang* X. Coherent flow structures in the wake of floating wind turbines induced by motions in different degrees of freedom. Acta Aerodynamica Sinica, 2022, 40(X), 1−9. (in Chinese)
- Liu X, Li Z, Yang* X, Xu D, Kang S, & Khosronejad A. Large eddy simulation of wakes of waked wind turbines. Energies, 2022, 15(8), 2899.
- Kang* S, Kim Y, Lee J, Khosronejad A, & Yang X. Wake interactions of two horizontal axis tidal turbines in tandem. Ocean Engineering, 2022, 254, 111331.
- Zhang F, Zhou Z, Zhang H, & Yang* X. A new single formula for the law of the wall and its application to wall-modeled large-eddy simulation. European Journal of Mechanics - B/Fluids, 2022, 94, 350-365.
- Chen D, Zhou Z, & Yang* X. A measure-correlate-predict model based on neural networks and frozen flow hypothesis for wind resource assessment. Physics of Fluids, 2022, 34, 045107.
- Zhou Z, Li B, Yang X, & Yang* Z. A robust super-resolution reconstruction model of turbulent flow data based on deep learning. Computers and Fluids, 2022, 239, 105382.
- Dong G, Qin J, Li Z, & Yang* X. An inverse method for wind turbine blade design with given distributions of load coefficients. Wind, 2022, 2, 175-191.
- Qin J, Yang* X, & Li Z. Hybrid diffuse and sharp interface immersed boundary methods for particulate flows in the presence of complex boundaries. Communications in Computational Physics, 2022, 31, 1242-1271.
- Dong G, Li Z, Qin J, & Yang* X. Predictive capability of actuator disk models for wakes of different wind turbine designs. Renewable Energy, 2022, 188, 269-281.
- Zhou Z, Li Z, He G, & Yang* X. Towards multi-fidelity simulation of flows around an underwater vehicle with appendages and propeller. Theoretical and Applied Mechanics Letters, 2022, 12, 100318.
- Dong G, Li Z, Qin J, & Yang* X. How far the wake of a wind farm can persist for? Theoretical and Applied Mechanics Letters, 2022, 12, 100313.
- He X, & Yang* X. Effects of exercise on flow characteristics in human carotids. Physics of Fluids, 2022, 34, 011909. (Featured article; Press Release; Reported by 10 News outlets including ScienMag, Bioengineer.org and Phys.org)
- Li Z, Dong G, & Yang* X. Onset of wake meandering for a floating offshore wind turbine under side-to-side motion. Journal of Fluid Mechanics, 2022, 934, A29.
- Lv Y, Huang X, Yang X, Yang* X.I.A, Wall-model integrated computational framework for large-eddy simulations of wall-bounded flows. Physics of Fluids, 2021, 33, 125120.
- Yang* X. Review of research on the simulation method and flow mechanism of a single horizontal-axis wind turbine wake. Chinese Journal of Theoretical and Applied Mechanics, 2021, 53(12): 3169-3178. (In Chinese)
- Zhou Z, Wu T, & Yang* X. Reynolds number effect on statistics of turbulent flows over periodic hills. Physics of Fluids, 2021, 33, 105124.
- Zhou Z, He G, & Yang* X. Wall model based on neural networks for LES of turbulent flows over periodic hills. Physical Review Fluids, 2021, 6(5), 054610.
- Kang* S, Khosronejad A, & Yang X. Turbulent flow characteristics around a non-submerged rectangular obstacle on the side of an open channel. Physics of Fluids, 2021, 33(4), 045106.
- Li Z, & Yang* X. Large-eddy simulation on the similarity between wakes of wind turbines with different yaw angles. Journal of Fluid Mechanics, 2021, 921, A11.
- Li Z, Zhang X, Wu T, Zhu L, Qin J, & Yang* X. Effects of slope and speed of escalator on the dispersion of cough-generated droplets from a passenger. Physics of Fluids, 2021, 33(4), 041701.
- Liao F, & Yang* X. On the capability of the curvilinear immersed boundary method in predicting near-wall turbulence of turbulent channel flows. Theoretical and Applied Mechanics Letters, 2021, 11(4), 100279.
- Li S, Yang* X, Jin G, & He G. Wall-resolved large-eddy simulation of turbulent channel flows with rough walls. Theoretical and Applied Mechanics Letters, 2021, 11(1), 100228.
- Yang X, Milliren C, Kistner M, Hogg C, Marr J, Shen L, & Sotiropoulos* F. High- fidelity simulations and field measurements for characterizing wind fields in a utility-scale wind farm. Applied Energy, 2021, 281, 116115.
- Khosronejad* A, Herb W, Sotiropoulos F, Kang S, & Yang X. Assessment of Parshall flumes for discharge measurement of open-channel flows: A comparative numerical and field case study. Measurement, 2021, 167, 108292.
- Wu C, Yang* X, & Zhu Y. On the design of potential turbine positions for physics-informed optimization of wind farm layout. Renewable Energy, 2021, 164, 1108–1120.
- Li Z, Wang H, Zhang X, Wu T, & Yang* X. Effects of space sizes on the dispersion of cough-generated droplets from a walking person. Physics of Fluids , 2020, 32(12), 121705. (Featured article; Press Release; Reported by 52 news outlets including Reuters and U.S. News.)
- Chen Y, Yang* X, Iskander AJ, & Wang P. On the flow characteristics in different carotid arteries. Physics of Fluids, 2020, 32(10), 101902. (Editor’s pick)
- Liao F, Yang* X, Wang S, & He G. Grid-dependence study for simulating propeller crashback using large-eddy simulation with immersed boundary method. Ocean Engineering, 2020, 218, 108211.
- Yang X, Foti D, Kelley C, Maniaci D, & Sotiropoulos* F. Wake statistics of different-scale wind turbines under turbulent boundary layer inflow. Energies, 2020, 13(11), 3004.
- Li Z, & Yang* X. Evaluation of actuator disk model relative to actuator surface model for predicting utility-scale wind turbine wakes. Energies, 2020, 13(14), 3574.
- Zhou Z, Wang S, Yang X, & Jin* G. A structural subgrid-scale model for the collision- related statistics of inertial particles in large-eddy simulations of isotropic turbulent flows. Physics of Fluids, 2020, 32(9), 095103.
- Liao F, Wang S, Yang* X, & He G. A simulation-based actuator surface parameterization for large-eddy simulation of propeller wakes. Ocean Engineering, 2020, 199, 107023.
- Iskander*, AJ, Naftalovich R, & Yang X. The carotid sinus acts as a mechanotransducer of shear oscillation rather than a baroreceptor. Medical Hypotheses, 2020, 134, 109441.
- Yang X, & Sotiropoulos, F. A review on the meandering of wind turbine wakes. Energies, 2019, 12(24), 4725. (Invited)
- Foti D, Yang X, Shen L, & Sotiropoulos* F. Effect of wind turbine nacelle on turbine wake dynamics in large wind farms. Journal of Fluid Mechanics, 2019, 869, 1-26.
- Yang X, & Sotiropoulos* F. On the dispersion of contaminants released far upwind of a cubical building for different turbulent inflows. Building and Environment, 2019, 154, 324-335.
- Shi B, Yang X, Jin G, He G, & Wang* S. Wall-modeling for large-eddy simulation of flows around an axisymmetric body using the diffuse-interface immersed boundary method. Applied Mathematics and Mechanics, 2019, 40, 305-320.
- Yang X, & Sotiropoulos* F. Wake characteristics of a utility-scale wind turbine under coherent inflow structures and different operating conditions. Physical Review Fluids, 2019, 4(2), 024604.
- Yang X, Pakula M, & Sotiropoulos* F. Large-eddy simulation of a utility-scale wind farm in complex terrain. Applied Energy, 2018, 229, 767-777.
- Foti D, Yang X, Campagnolo F, Maniaci D, & Sotiropoulos*, F. Wake meandering of a model wind turbine operating in two different regimes. Physical Review Fluids, 2018, 3(5), 054607.
- Foti D, Yang X, & Sotiropoulos* F. Similarity of wake meandering for different wind turbine designs for different scales. Journal of Fluid Mechanics, 2018, 842, 5-25.
- Yang X, & Sotiropoulos* F. A new class of actuator surface models for wind turbines. Wind Energy, 2018, 21(5), 285-302.
- Yang X, Khosronejad A, & Sotiropoulos* F. Large-eddy simulation of a hydrokinetic turbine mounted on an erodible bed. Renewable Energy, 2017, 113, 1419-1433.
- Foti D, Yang X, Campagnolo F, Maniaci D, & Sotiropoulos*, F. On the use of spires for generating inflow conditions with energetic coherent structures in large eddy simulation. Journal of Turbulence, 2017, 18(7), 611-633.
- Chawdhary S, Hill C, Yang X, Guala M, Corren D, Colby J, & Sotiropoulos* F. Wake characteristics of a TriFrame of axial-flow hydrokinetic turbines. Renewable Energy, 2017, 109, 332-345.
- Foti D, Yang X, & Sotiropoulos* F. Uncertainty quantification of infinite aligned wind farm performance using non-intrusive polynomial chaos and a distributed roughness model. Wind Energy, 2017, 20(6), 945-958.
- Khosronejad A, Le T, DeWall P, Bartelt N, Woldeamlak S, Yang X, & Sotiropoulos* F. High-fidelity numerical modeling of the Upper Mississippi River under extreme flood condition. Advances in Water Resources, 2016, 98, 97-113.
- Foti D, Yang X, Guala M, & Sotiropoulos* F. Wake meandering statistics of a model wind turbine: Insights gained by large eddy simulations. Physical Review Fluids, 2016, 1(4), 044407.
- Yang X, Hong J, Barone M, & Sotiropoulos* F. Coherent dynamics in the rotor tip shear layer of utility-scale wind turbines. Journal of Fluid Mechanics, 2016, 804, 90-115.
- Yang X, & Sotiropoulos* F. Analytical model for predicting the performance of arbitrary size and layout wind farms. Wind Energy, 2016, 19(7), 1239-1248.
- Yang X, Howard KB, Guala M, & Sotiropoulos* F. Effects of a three-dimensional hill on the wake characteristics of a model wind turbine. Physics of Fluids, 2015, 27(2), 025103.
- Yang X, Sotiropoulos* F, Conzemius RJ, Wachtler JN, Strong MB. Large-eddy simulation of turbulent flow past wind turbines/farms: the Virtual Wind Simulator (VWiS). Wind Energy, 2015, 18(12), 2025-2045.
- Kang S, Yang X, & Sotiropoulos* F. On the onset of wake meandering for an axial flow turbine in a turbulent open channel flow. Journal of Fluid Mechanics, 2014, 744, 376-403.
- Sotiropoulos* F, & Yang X. Immersed boundary methods for simulating fluid-structure interaction. Progress in Aerospace Sciences, 2014, 65, 1-21. (Highly cited)
- Yang X, Kang S, & Sotiropoulos* F. Computational study and modeling of turbine spacing effects in infinite aligned wind farms. Physics of Fluids, 2012, 24(11), 115107.
- Yang X, He* G, & Zhang X. Large-eddy simulation of flows past a flapping airfoil using immersed boundary method. Science China Physics, Mechanics and Astronomy, 2010, 53(6), 1101-1108.
- Yang X, Zhang X, Li Z, & He* G. A smoothing technique for discrete delta functions with application to immersed boundary method in moving boundary simulations. Journal of Computational Physics, 2009, 228(20), 7821-7836.
有审稿的会议论文
- Zhang Y, & Yang X. Similarity-based empirical formulae for wake turbulence in wind farms. In Journal of Physics: Conference Series (2026, Vol. 3224, p. 032004). IOP Publishing.
- Yang X. Towards the development of a wake meandering model based on neural networks. In Journal of Physics: Conference Series (2020, Vol. 1618, No. 6, p. 062026). IOP Publishing.
- Yang X, & Sotiropoulos F. Coordinated turbine control through axial-induction factor: wake characteristics and wind farm power optimization. WindTech 2017, October 24-26, 2017, Boulder, Colorado, USA.
- Yang X, Khosronejad A, Chawdhary S, Calderer A, Angelidis D, Shen L, & Sotiropoulos F. Simulation-based approach for site-specific optimization of marine and hydrokinetic energy conversion systems. E-proceedings of the 36th IAHR World Congress, 28 June-3 July, 2015, The Hague, the Netherlands.
- Yang X, Boomsma A, Sotiropoulos F, Kelley C, Maniaci D, & Resor B. Effects of spanwise blade load distribution on wind turbine wake evolution. Proceedings of the AIAA SciTech 33rd Wind Energy Symposium. 2015, AIAA 2015-0492.
- Yang X, & Sotiropoulos F. LES investigation of infinite staggered wind-turbine arrays. In Journal of Physics: Conference Series (2014, Vol. 555, No. 1, p. 012109). IOP Publishing.
- Yang X, Annoni J, Seiler P, & Sotiropoulos F. Modeling the effect of control on the wake of a utility-scale turbine via large-eddy simulation. In Journal of Physics: Conference Series (2014, Vol. 524, No. 1, p. 012180). IOP Publishing.
- Yang X, Boomsma A, Barone M, & Sotiropoulos F. Wind turbine wake interactions at field scale: An LES study of the SWiFT facility. In Journal of Physics: Conference Series (2014, Vol. 524, No. 1, p. 012139). IOP Publishing.
- Yang X, Kang S, Khosronejad A, & Sotiropoulos F. Towards Simulation of Hydrokinetic Turbine Arrays with Sediment Transport in Natural Waterways. Proceedings of 2013 IAHR Congress. Tsinghua University Press, Beijing.
- Yang X, & Sotiropoulos F. On the predictive capabilities of LES-actuator disk model in simulating turbulence past wind turbines and farms. In American Control Conference (ACC), 2013 (pp. 2878-2883). IEEE.
- Yang X, Kang S, & Sotiropoulos F. Toward a simulation-based approach for optimizing MHK turbine arrays in natural waterways. In Proceedings of the 1st Marine Energy Technology Symposium. METS, 2013. April 10-11, 2013, Washington, D.C.
- Yang X, He G, & Zhang X. Towards large-eddy simulation of turbulent flows with complex geometric boundaries using immersed boundary method. In 48th AIAA aerospace sciences meeting including the new horizons forum and aerospace exposition (2010, AIAA-2010-708).