基本信息

杨子轩  男  博导  中国科学院力学研究所
电子邮件: yangzx@imech.ac.cn
通信地址: 北京市北四环西路15号
邮政编码: 100190

研究领域

湍流

  • 海洋湍流(湍流与破碎波相互作用、海上多物理过程的耦合模拟)

  • 壁湍流(直接数值模拟、大涡模拟、壁面压力预测模型、降阶模型)

  • 机器学习(湍流识别、湍流重构、超分辨率模拟)

计算流体力学

  • 高保真度海洋湍流模拟软件CAS-Tank的开发和应用

  • 两相湍流数值模拟方法(高密度比两相流的稳定数值格式,相变和空化模型)

  • 颗粒流(亚格子飞沫模型、超分辨率颗粒模型)

招生信息

近期小组的主要工作是开发高保真度两相湍流模拟平台Computational Air-Sea Tank (CAS-Tank),详细信息见科研活动板块,目前我们正在开发支持自适应网格的下一代版本,欢迎具有流体力学、应用数学、计算机科学等相关专业背景的学生加入我们团队,我们也招收博士后,有意报名者可通过微信和我联系(手机同号13811599885)。

招生专业
080103-流体力学
招生方向
湍流
计算流体力学

出版信息

   
发表论文
[1] Qianqian Li, Rong Li, Zixuan Yang. An incompressible flow solver on a GPU/CPU heterogeneous architecture parallel computing platform. THEORETICAL AND APPLIED MECHANICS LETTERS. 2023, 13(5): http://dx.doi.org/10.1016/j.taml.2023.100474.
[2] Jun Sun, Zhiying Wang, Jin Chai, Zhan Wang, Zixuan Yang. Characteristics of the surface signatures induced by a sphere in a linearly stratified flow. OCEAN ENGINEERING. 2023, 287: http://dx.doi.org/10.1016/j.oceaneng.2023.115818.
[3] Kan, Kan, Li, Haoyu, Yang, Zixuan. Large eddy simulation of turbulent wake flow around a marine propeller under the influence of incident waves. PHYSICS OF FLUIDS[J]. 2023, 35(5): http://dx.doi.org/10.1063/5.0152232.
[4] Kan, Kan, Xu, Yuhang, Xu, Hui, Feng, Jiangang, Yang, Zixuan. Vortex-induced energy loss of a mixed-flow waterjet pump under different operating conditions. ACTA MECHANICA SINICA[J]. 2023, 39(9): http://dx.doi.org/10.1007/s10409-023-23064-x.
[5] Liu, Bofeng, Zhu, Lixing, Yang, Zixuan, He, Guowei. Quantum Implementation of Numerical Methods for Convection-Diffusion Equations: Toward Computational Fluid Dynamics. COMMUNICATIONS IN COMPUTATIONAL PHYSICS[J]. 2023, 33(2): 425-451, http://dx.doi.org/10.4208/cicp.OA-2022-0081.
[6] Yang, Bowen, Yang, Zixuan. On the wavenumber-frequency spectrum of the wall pressure fluctuations in turbulent channel flow. JOURNAL OF FLUID MECHANICS[J]. 2022, 937: http://dx.doi.org/10.1017/jfm.2022.137.
[7] Zhou, Zhideng, Li, Binglin, Yang, Xiaolei, Yang, Zixuan. A robust super-resolution reconstruction model of turbulent flow data based on deep learning. COMPUTERS & FLUIDS[J]. 2022, 239: http://dx.doi.org/10.1016/j.compfluid.2022.105382.
[8] Lu, Min, Yang, Zixuan, He, GuoWei. An interface-resolved phase-change model based on velocity decomposition. JOURNALOFCOMPUTATIONALPHYSICS[J]. 2022, 475(15): 111827-, [9] Deng, BingQing, Yang, Zixuan, Shen, Lian. Bottom wall shear stress fluctuations in shallow-water Langmuir turbulence. JOURNAL OF FLUID MECHANICS[J]. 2022, 942: http://dx.doi.org/10.1017/jfm.2022.343.
[10] Lu, Min, Yang, Zixuan, He, Guowei. A robust scheme for numerical simulation of heat transfer in two-fluid flows with high volumetric heat capacity contrasts. INTERNATIONAL JOURNAL OF NUMERICAL METHODS FOR HEAT & FLUID FLOW[J]. 2022, [11] He, Sida, Yang, Zixuan, Sotiropoulos, Fotis, Shen, Lian. Numerical simulation of interaction between multiphase flows and thin flexible structures. JOURNAL OF COMPUTATIONAL PHYSICS[J]. 2022, 448: http://dx.doi.org/10.1016/j.jcp.2021.110691.
[12] Zixuan Yang, Min Lu, Shizhao Wang. A robust solver for incompressible high-Reynolds-number two-fluid flows with high density contrast. JOURNAL OF COMPUTATIONAL PHYSICS[J]. 2021, 441: http://dx.doi.org/10.1016/j.jcp.2021.110474.
[13] Wang, Hongping, Yang, Zixuan, Wu, Ting, Wang, Shizhao. Coherent structures associated with interscale energy transfer in turbulent channel flows. PHYSICAL REVIEW FLUIDS[J]. 2021, 6(10): http://dx.doi.org/10.1103/PhysRevFluids.6.104601.
[14] Fang, Xingjun, Tachie, Mark F, Bergstrom, Donald J, Yang, Zixuan, Wang, BingChen. Three-dimensional structural characteristics of flow separation induced by a forward-facing step in a turbulent channel flow. JOURNAL OF FLUID MECHANICS[J]. 2021, 919: http://dx.doi.org/10.1017/jfm.2021.395.
[15] Kan, Kan, Yang, Zixuan, Lyu, Pin, Zheng, Yuan, Shen, Lian. Numerical study of turbulent flow past a rotating axial-flow pump based on a level-set immersed boundary method. RENEWABLE ENERGY[J]. 2021, 168: 960-971, http://dx.doi.org/10.1016/j.renene.2020.12.103.
[16] Deng BingQing, Yang Zixuan, Xuan Anqing, Shen Lian. Localizing effect of Langmuir circulations on small-scale turbulence in shallow water. JOURNAL OF FLUID MECHANICS[J]. 2020, 893: https://www.webofscience.com/wos/woscc/full-record/WOS:000526359400001.
[17] Li, Binglin, Yang, Zixuan, Zhang, Xing, He, Guowei, Deng, BingQing, Shen, Lian. Using machine learning to detect the turbulent region in flow past a circular cylinder. JOURNAL OF FLUID MECHANICS[J]. 2020, 905: https://www.webofscience.com/wos/woscc/full-record/WOS:000583498500001.
[18] Bagheri, Edris, Wang, BingChen, Yang, Zixuan. Influence of domain size on direct numerical simulation of turbulent flow in a moderately curved concentric annular pipe. PHYSICS OF FLUIDS[J]. 2020, 32(6): https://www.webofscience.com/wos/woscc/full-record/WOS:000541914000001.
[19] Yang, Z, Deng, B Q, Wang, B C, Shen, L. On the self-constraint mechanism of the cross-stream secondary flow in a streamwise-rotating channel. PHYSICS OF FLUIDS[J]. 2020, 32(10): https://www.webofscience.com/wos/woscc/full-record/WOS:000582127700003.
[20] Wu, Tong, Yang, Zixuan, Wang, Shizhao, He, Guowei. A Novel Strong-Coupling Pseudo-Spectral Method for Numerical Studies of Two-Layer Turbulent Channel Flows. COMMUNICATIONS IN COMPUTATIONAL PHYSICS[J]. 2020, 28(3): 1133-1146, https://www.webofscience.com/wos/woscc/full-record/WOS:000553297100010.
[21] Yang, Zixuan, Deng, BingQing, Wang, BingChen, Shen, Lian. Sustaining mechanism of Taylor-Gortler-like vortices in a streamwise-rotating channel flow. PHYSICAL REVIEW FLUIDS[J]. 2020, 5(4): https://www.webofscience.com/wos/woscc/full-record/WOS:000527140000004.
[22] Wang, Hongping, Yang, Zixuan, Li, Binglin, Wang, Shizhao. Predicting the near-wall velocity of wall turbulence using a neural network for particle image velocimetry. PHYSICS OF FLUIDS[J]. 2020, 32(11): http://dx.doi.org/10.1063/5.0023786.
[23] Cui, Zuo, Yang, Zixuan, Jiang, Hongzhou. Sharp interface immersed boundary method for simulating three-dimensional swimming fish. ENGINEERING APPLICATIONS OF COMPUTATIONAL FLUID MECHANICS[J]. 2020, 14(1): 534-544, https://doaj.org/article/67645d09c83b4e05a290a30857899036.
[24] Yang, Bowen, Jin, Guodong, Wu, Ting, Yang, Zixuan, He, Guowei. Numerical implementation and evaluation of resolvent-based estimation for space-time energy spectra in turbulent channel flows. ACTA MECHANICA SINICA[J]. 2020, 36(4): 775-788, http://lib.cqvip.com/Qikan/Article/Detail?id=7102889352.
[25] Yang, Zixuan, Chai, Xiujuan, Wang, Ruiping, Guo, Weijun, Wang, Weixuan, Pu, Li, Chen, Xilin, IEEE. PRIOR KNOWLEDGE GUIDED SMALL OBJECT DETECTION ON HIGH-RESOLUTION IMAGES. 2019IEEEINTERNATIONALCONFERENCEONIMAGEPROCESSINGICIPnull. 2019, 86-90, [26] Deng, BingQing, Yang, Zixuan, Xuan, Anqing, Shen, Lian. Influence of Langmuir circulations on turbulence in the bottom boundary layer of shallow water. JOURNAL OF FLUID MECHANICS[J]. 2019, 861: 275-308, https://www.webofscience.com/wos/woscc/full-record/WOS:000527261700017.
[27] Zixuan Yang, Zuo Cui, Shizhao Wang. A new numerical framework for large-eddy simulation of waves generated by objects piercing water surface. THEORETICAL AND APPLIED MECHANICS LETTERS[J]. 2019, 9(2): 79-83, http://lib.cqvip.com/Qikan/Article/Detail?id=7001812868.
[28] Zixuan Yang, Calderer, Antoni, He, Sida, Sotiropoulos, Fotis, Krishnamurthy, Raghavendra, Leo, Laura S, Fernando, Harindra J S, Hocut, Christopher M, Shen, Lian. Measurement-Based Numerical Study of the Effects of Realistic Land Topography and Stratification on the Coastal Marine Atmospheric Surface Layer. BOUNDARY-LAYER METEOROLOGY[J]. 2019, 171(2): 289-314, https://www.webofscience.com/wos/woscc/full-record/WOS:000463665400008.
[29] Yang, Zixuan, Deng, BingQing, Wang, BingChen, Shen, Lian. Letter: The effects of streamwise system rotation on pressure fluctuations in a turbulent channel flow. PHYSICS OF FLUIDS[J]. 2018, 30(9): https://www.webofscience.com/wos/woscc/full-record/WOS:000446155900001.
[30] Yang, Zixuan, Deng, BingQing, Shen, Lian. Direct numerical simulation of wind turbulence over breaking waves. JOURNAL OF FLUID MECHANICS[J]. 2018, 850: 120-155, https://www.webofscience.com/wos/woscc/full-record/WOS:000437912100001.
[31] 杨子轩. Capturing Taylor-Görtler vortices in a streamwise-rotating channel at very high rotation numbers. Journal of Fluid Mechanics. 2018, [32] Cui, Z, Yang, Z, Shen, L, Jiang, H Z. Complex modal analysis of the movements of swimming fish propelled by body and/or caudal fin. WAVE MOTION[J]. 2018, 78: 83-97, http://dx.doi.org/10.1016/j.wavemoti.2018.01.001.
[33] Oskouie, Shahin N, Yang, Zixuan, Wang, BingChen. Study of passive plume mixing due to two line source emission in isotropic turbulence. PHYSICS OF FLUIDS[J]. 2018, 30(7): https://www.webofscience.com/wos/woscc/full-record/WOS:000440587100028.
[34] Yang, Zixuan, Wang, BingChen. Capturing Taylor-Gortler vortices in a streamwise-rotating channel at very high rotation numbers. JOURNAL OF FLUID MECHANICS[J]. 2018, 838: 658-689, https://www.webofscience.com/wos/woscc/full-record/WOS:000422929900001.
[35] Cui, Zuo, Yang, Zixuan, Jiang, HongZhou, Huang, WeiXi, Shen, Lian. A Sharp-Interface Immersed Boundary Method for Simulating Incompressible Flows with Arbitrarily Deforming Smooth Boundaries. INTERNATIONAL JOURNAL OF COMPUTATIONAL METHODS[J]. 2018, 15(1): https://www.webofscience.com/wos/woscc/full-record/WOS:000411899500008.
[36] Yang, Zixuan, Calderer, Antoni, He, Sida, Sotiropoulos, Fotis, Doyle, James D, Flagg, David D, MacMahan, Jamie, Wang, Qing, Haus, Brian K, Graber, Hans C, Shen, Lian. Numerical Study on the Effect of Air-Sea-Land Interaction on the Atmospheric Boundary Layer in Coastal Area. ATMOSPHERE[J]. 2018, 9(2): https://doaj.org/article/06b4a0f56757477688e0f0a98b84e4b8.
[37] Tang, Shuai, Yang, Zixuan, Liu, Caixi, Dong, YuHong, Shen, Lian. Numerical Study on the Generation and Transport of Spume Droplets in Wind over Breaking Waves. ATMOSPHERE[J]. 2017, 8(12): http://www.corc.org.cn/handle/1471x/2196904.
[38] 杨子轩. Large-eddy simulation of highly-disturbed flow and structures in a square duct roughened with perpendicular and V-shaped ribs. Physics of Fluids. 2017, [39] Yang, Zixuan, Lu, XinHua, Guo, Xin, Liu, Yi, Shen, Lian. Numerical simulation of sediment suspension and transport under plunging breaking waves. COMPUTERS & FLUIDS[J]. 2017, 158: 57-71, http://dx.doi.org/10.1016/j.compfluid.2017.03.014.
[40] Fang, Xingjun, Yang, Zixuan, Wang, BingChen, Bergstrom, Donald J. Direct numerical simulation of turbulent flow in a spanwise rotating square duct at high rotation numbers. INTERNATIONAL JOURNAL OF HEAT AND FLUID FLOW[J]. 2017, 63: 88-98, http://dx.doi.org/10.1016/j.ijheatfluidflow.2016.05.011.
[41] Yang, Zixuan, Wang, BingChen. On the topology of the eigenframe of the subgrid-scale stress tensor. JOURNAL OF FLUID MECHANICS[J]. 2016, 798: 598-627, https://www.webofscience.com/wos/woscc/full-record/WOS:000377447400027.
[42] Yang, Z X, Cui, G X, Zhang, Z S, Xu, C X. A modified nonlinear sub-grid scale model for large eddy simulation with application to rotating turbulent channel flows. PHYSICS OF FLUIDS[J]. 2012, 24(7): https://www.webofscience.com/wos/woscc/full-record/WOS:000308406000042.
[43] 劳铁涛, 李曌斌, 王志英, 王展, 杨子轩. Generation of incident wave in two-phase flow simulation based on field decomposition. OCEAN ENGINEERING[J]. 285: 115256-, https://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:001048236900001&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=3a85505900f77cc629623c3f2907beab.

科研活动

我的研究小组有一名博士后(卢敏),四名博士生(李荣、劳铁涛、柴锦、孙俊)和三名硕士生(童俊淇、李千千、姜寓心),主要从事两相湍流的数值模拟研究,开发了高保真度两相流仿真平台Computational Air-Sea Tank(CAS-Tank)。该平台可以精细捕捉水、气两相界面,例如下图图片中展示的波浪破碎,冲击,射流(李荣制作)等问题的精细模拟

     


CAS-Tank也支持复杂几何体和动物体与流场的相互作用,例如下图中的舰艇绕流(童俊淇制作)、小球入水、波浪过圆柱(劳铁涛制作)的尾流等问题

   


温度、盐度、湿度等问题也可以和速度场耦合求解,例如下面图中展示的波浪破碎时的温度场模拟(卢敏制作)、舰艇在水中航行时引起的内波尾迹(柴锦制作)、水滴在下落时的蒸发(卢敏制作)等问题

    

  • 点击这里可以看到以上模拟的动画视频
  • 以上链接如果打开异常也可点击这里,然后点全部播放。


科研项目
( 1 ) 湍流与破碎波相互作用的大涡模拟研究, 主持, 国家级, 2020-01--2023-12
( 2 ) 大涡模拟方法和湍流噪声预测研究, 主持, 国家级, 2019-04--2024-03
( 3 ) 表面波和内波相互作用的高保真度数值模拟方法研究, 主持, 国家级, 2020-11--2023-11
( 4 ) 国家引才计划, 主持, 国家级, 2021-04--2024-04