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个人简介

高琪,男,浙江杭州人。浙江大学航空航天学院流体工程研究所教授,博士生导师,国家杰出青年科学基金项目获得者,力学国家级实验教学示范中心(浙江大学)主任,流体力学实验室主任。《Experiments in Fluids》、《Journal of Hydrodynamics》、《实验流体力学》和《实验力学》编委,中国生物医学工程学会机械循环支持分会委员,中国力学学会流体力学专业委员会实验流体力学专业组组员,中国力学学会科学普及工作委员会委员,浙江省力学学会委员。研制了国内第一套具有自主知识产权的层析粒子图像测速(PIV)系统,研发了单相机层析PIV测量系统,成果于2018年获得国家技术发明二等奖。关注湍流边界层流动、三角翼涡系、钝体绕流、高速水动力学空化、生物流体力学和人工智能结合流体力学等问题。研究工作还实现临床医学和航空航天的跨学科医工结合,从2012年开始和国内主要心血管医院进行合作,研究基于CTA的冠脉血流储备分数评估、冠脉搭桥手术规划、基于4D Flow MRI技术的大血管病变辅助诊断以及房颤病人左心耳血栓生成风险评估,此外还开展了机械辅助循环的血泵研发。至今已在流体力学和生物医学工程相关的期刊Journal of Fluid Mechanics, Physics of Fluids, Experiments in Fluids, Journal of Biomechanics, Engineering Applications of Artificial Intelligence等发表SCI论文50余篇,申请国家发明专利100余项(已授权70余项)。先后主持国家自然科学基金青年、面上和杰青项目、装备预研项目以及“十三五”大科学装置国家重点研发计划课题等,参与了国家自然科学基金仪器设备专项项目、国家自然科学基金重大项目、心血管疾病国家重点实验室开放课题和“十四五”民机专项课题等。 教育背景 博士,航空工程和力学系,美国明尼苏达大学,2011。 硕士,工程力学系,清华大学,2005。 学士,工程力学系,浙江大学,2001。 工作经历 2022.01 - 至 今,教授,航空航天学院,浙江大学 2018.02 - 2021.12,副教授,航空航天学院,浙江大学 2018.11 - 2019.01,访问学者(Tan Chin Tuan Exchange Fellowship),机械与航空工程学院,新加坡南洋理工大学 2013.08 - 2018.01,副教授,流体力学研究所,北京航空航天大学 2011.06 - 2013.07,助理教授,流体力学研究所,北京航空航天大学 主要荣誉 2018年,国家技术发明二等奖,第二完成人 2019年,庆祝中华人民共和国成立70周年纪念章 2020年,浙江大学优秀共产党员 热诚欢迎相关专业的学子加入研究团队,现有博士后项目 基于层析PIV速度/压力测量的梢涡空化初生机理研究。要求熟练掌握PIV测量技术。 活鱼游动的层析PIV实验研究。要求熟练掌握PIV测量技术。 心脑血管血液动力学研究。要求熟悉CFD计算,具有一定的CFD编程基础。 三维背景纹影法(Background Oriented Schlieren)。

研究领域

实验流体力学 - 层析粒子图像测速技术(TPIV),人工智能技术 空气动力学 - 湍流边界层,旋涡流动 水动力学 - 空化,气泡流动 生物流体力学 - 血流动力学,体外循环辅助

近期论文

查看导师新发文章 (温馨提示:请注意重名现象,建议点开原文通过作者单位确认)

2025 (10) Xintao LU, Hang ZHAO, Xing WEI, Zhen YANG, Menggang KANG, Qinghu ZHANG, Hua YANG, Shuang CHEN, Fang Zhang, Qi GAO, 2025. Energy spectrum analysis of compressible flow based on MHz-PIV, Acta Mech. Sin. 41, 324574. Ke-Wei Xu, Hang Zhao, Min Wan, Ke Zhang, Xiuhua Hu, Qi Gao, 2025. In Vitro Tomographic Particle Image Velocimetry Study of Hemodynamic Factors in Coronary Artery Lesions. Xiaoyu Liu, Qi Gao, 2025. Study of atrial fibrillation and stroke based on geometrical and hemodynamic characteristics: a review. Xiaoyu Liu, Shengze Cai, Hongtao Lin, Xingli Liu, Xiuhua Hu, Longjiang Zhang, Qi Gao, 2025. CorNet: a deep learning method based on physics-guided and attention mechanism for predicting flow field of coronary arterial tree. Xiaoyu Liu, Zhihong Lin, Shihua Zhao, Fei Li and Qi Gao, 2025. Stress analysis method for ascending aortic aneurysm based on unloaded geometry with non-uniform thickness distribution. Fei Li, Long Deng, Wenbo Zhang, Xiruo Xu, Xuebin Qin, Chenyu Zhang, Aobo Shen, Qing Ye, Gang Yin, Yuetang Wang, Shihua Zhao, Qi Gao, Jiangang Wang, 2025. Abnormal blood flow aggravates aortic degeneration by increasing vessel structural stress. Lei Liang, Kun Cao, Yong Cheng, Xing Shen, Tingrui Yue, Qi Gao, Han Tu, 2025. Experimental Investigation of Surface Pressure and Leading Edge Vortex of Slender Delta-Wing. Chunhua Wei, Hongling Fan, Yuxiang Liang, Han Tu, Qi Gao, 2025. Joint identification of aeroacoustic noises of supersonic impinging jets using particle image velocimetry and pressure-sensitive paint, Physics of Fluids, in press. Hang Zhao, Han Tu, Xu-Kei Wei, Qi Gao, Guo-Ping Zhang, Yan-Tao Cao, Xiao-Xing Peng, Jian Deng, Xue-Ming Shao, 2024. Experimental investigation on three-dimensional evolution and turbulent kinetic energy transport of tip vortex from an elliptical hydrofoil, Physics of Fluids, in press. Yu-bo Liu, Zhen-min He, Qi Gao, Xue-sen Chu, Jian Deng, Xue-ming Shao, 2024. Unsteady Cavity Pressure Distribution Recovery for Underwater Axisymmetric Body via Deep Learning, Journal of Hydrodynamics, in press. 2024 (7) Hongtao Lin, Qi Gao, 2024. A calibration-informed deep learning model for 3D particle reconstruction of volumetric particle image velocimetry, Physics of Fluids, 36(11). Kang, M., Yang, H., Yin, Z., Gao, Q., & Liu, X., 2024. A guided filter-based 3D hybrid variational optical flow for accurate tomographic PIV measurements. Experiments in Fluids, 65(8), 124. Hang Zhao, Han Tu, Ke-Wei Xu, Qi Gao, Guo-Ping Zhang, Yan-Tao Cao, Xiao-Xing Peng and Xue-Ming Shao, 2024. Tomographic PIV investigation on flow characteristics and pressure-velocity relation of a near-field tip vortex, Physics of Fluids, 36(8), 087119. Han Tu, Zhongyi Wang, Qi Gao, Wenxuan She, Fujun Wang, Zheyu Shi and Jinjun Wang, 2024. Shedding-scheme transition of hemisphere near wake dependence on Reynolds number, Physics of Fluids, 36(8), 085115, Editor's Pick. Liu, X., Lin, H., Liu, X., Qian, J., Cai, S., Fan, H., & Gao, Q., 2024. LAFlowNet: A dynamic graph method for the prediction of velocity and pressure fields in left atrium and left atrial appendage. Engineering Applications of Artificial Intelligence, 136, 108896. Ke-Wei Xu, Xintao Lu, Qi Gao, Min Wan, Ke Zhang, 2024. Experimental study on hemodynamics of an end-to-side anastomosis, Physics of Fluids, 36(4), 041903. Ke-Wei Xu, Xing-Li Liu, Bo He, Qi Gao, 2024. Numerical methods for hemolysis and thrombus evaluation in the percutaneous ventricular assist device, Artificial Organs, 48(5), 504-513. 2023 (9) Tu, Han; Wang, Zhongyi; Gao, Qi; She, Wenxuan; Wang, Fujun; Wang, J. J.; Wei, Runjie, 2023. Tomographic PIV investigation on near wake structures of a hemisphere immersed in laminar boundary layer, Journal of Fluid Mechanics, 971, A36. Gao, Q., Lin, H., Qian, J., Liu, X., Cai, S., Li, H., ... & Zheng, Z., 2023. A deep learning model for efficient end-to-end stratification of thrombotic risk in left atrial appendage. Engineering Applications of Artificial Intelligence, 126, 107187. Hang Zhao, Han Tu, Wenxuan She, Qi Gao, Yantao Cao, Xiaoxing Peng and Xueming Shao, 2023. An experimental study on near-field tip vortex of an elliptical hydrofoil using tomographic particle image velocimetry, Experiments in Fluids, 64(12), 195. Shengze Cai, Yunxia Lu, Bowen Li, Qi Gao, Lei Xu, Xiuhua Hu, and Long Jiang Zhang, 2023. Segmentation of cardiac tissues and organs for CCTA images based on a deep learning model. Frontiers in Physics 11: 1266500. Kang, M., Yang, H., Yin, Z., Gao, Q. and Liu, X., 2023. A velocity decomposition-based 3D optical flow method for accurate Tomo-PIV measurement. Experiments in Fluids, 64(7), 135. Hu, X., Liu, X., Wang, H., Xu, L., Wu, P., Zhang, W., Niu, Z., Zhang, L. and Gao, Q., 2023. A novel physics-based model for fast computation of blood flow in coronary arteries. BioMedical Engineering OnLine, 22(1), p.56. Ding Y, Liu Z, Wang X, Xin R, Shan D, He B, Jing J, Gao Q, Yang J, Chen Y., 2023. Validation of hemodynamic stress calculation in coronary computed tomography angiography versus intravascular ultrasound. Quant Imaging Med Surg, 13(4):2339-2351. Jiang, C. X., Liu, Y. B., Wang, Z. Y., Chen, S., Cai, S. Z., Gao, Q., & Shao, X. M., 2023. A multi-fidelity prediction model for vertical bending moment and total longitudinal stress of a ship based on composite neural network. Journal of Hydrodynamics, 35(1), 27-35. Ke-Wei Xu, Qi Gao, Min Wan, Ke Zhang, 2023. Mock circulatory loop applications for testing cardiovascular assist devices and in vitro studies, Frontiers in Physiology, 14:1175919 2022 (8) Zhang, L. X., Cheng, X.S., Tu, H., Gao, Q. et al., 2022. Measurement of two-phase velocities in bubble flows using laser Doppler velocimetry. Journal of Hydrodynamics, 34(6):1134-114 Cheng-Yue Wang, Yu-Nian Shen, Shan-Shan Mang, Qi Gao, Zhong-Yi Wang, Jin-Jun Wang, 2022. A novel algorithm for visualizing and quantifying vortices in complex 3D flows based on marching and converging vortex atoms, Physics of Fluids, 34(11), 115131 Wang, L., Pan, C., Wang, J., Gao, Q., 2022. Statistical signatures of component wall-attached eddies in proper orthogonal decomposition modes of a turbulent boundary layer. Journal of Fluid Mechanics, 944 A26 Ling-xin Zhang, Xin-sheng Cheng, Ze-cai Zhou, Qi Gao & Xue-ming Shao, 2022. An experimental study on the velocity fluctuations generated by the flow past fixed spheres. Journal of Hydrodynamics, 34(2), 214-225 Chuxiang Lei, Qi Gao, Runjie Wei, Qijie Li, Xingli Liu, Lingmin Wu, Yan Yao, Hongguang Fan, Zhe Zheng, 2022. Fractal geometry illustrated left atrial appendage morphology which predicted thrombosis and stroke in atrial fibrillation patients, Frontiers in Cardiovascular Medicine, 9: 779528 Wenxuan She, Zhengyu Zuo, Hang Zhao, Qi Gao, Lingxin Zhang, Xueming Shao, 2022. Novel models for predicting the shape and motion of an ascending bubble in Newtonian liquids using machine learning, Physics of Fluids, 34, 043313. Han Tu, FuJun Wang, HongPing Wang, Qi Gao, RunJie Wei, 2022. Experimental study on wake flows of a live fish with time-resolved tomographic PIV and pressure reconstruction, Experiments in Fluids, 63:25. Chengyue Wang, Qi Gao, Tianle Chen, Biao Wang, 2022. On the effectiveness of local vortex identification criteria in the vortex representation of wall-bounded turbulence, Acta Mechanica Sinica, 38:321463. 2021 (8) Qi Gao, Hongtao Lin, Han Tu, Haoran Zhu, Runjie Wei, Guoping Zhang, Xueming Shao, 2021. A robust single-pixel particle image velocimetry based on fully convolutional networks with cross-correlation embedded, Physics of Fluids, 33, 127125. Qi Gao, Shaowu Pan, Hongping Wang, Runjie Wei, Jinjun Wang, 2021. Particle reconstruction of volumetric particle image velocimetry with the strategy of machine learning, Advances in Aerodynamics, 10, 3:28. Wenxuan She, Qi Gao, Zhengyu Zuo, Xiangwei Liao, Liang Zhao, Lingxin Zhang, Deming Nie, and Xueming Shao, 2021, Experimental study on a zigzagging bubble using tomographic particle image velocimetry with shadow image reconstruction, Physics of Fluids, 33, 083313. Fei Li, Shuo Wang, Qi Gao, Xiuyu Chen, Gang Yin, Cuntao Yu, Yuetang Wang, Xu Wang, En Qiao, Zakaria Meddings, Wei Wang, Shihua Zhao, Zhongzhao Teng, 2021. Vessel structural stress mediates aortic media degeneration in bicuspid aortopathy: new insights based on patient-specific fluid-structure interaction analysis, Journal of Biomechanics, 110805. Qi Gao, Fei Li, Xingli Liu, Hongping Wang, Peng Wu, Mansu Jin, RunJie Wei, Wei Wang, Zhaozhuo Niu, Shihua Zhao, 2021. Optimization of 4D flow MRI velocity field in aorta with divergence-free smoothing, Medical & Biological Engineering & Computing, 59, 2237–2252. Wang, C., Gao, Q., Wang, B., Pan, C., & Wang, J., 2021. Vortex-to-velocity reconstruction for wall-bounded turbulence via the field-based linear stochastic estimation. Journal of Fluid Mechanics, 922, A18. Wang, H., & Gao, Q., 2021. A study of inner-outer interactions in turbulent channel flows by interactive POD. Theoretical and Applied Mechanics Letters, 100222. Wu, P., Zhang, L., Gao, Q., & Dai, W., 2021. Effect of turbulent inlet conditions on the prediction of flow field and hemolysis in the FDA ideal medical device. Proceedings of the Institution of Mechanical Engineers, Part C: Journal of Mechanical Engineering Science, 235(2), 391-401. 2020 (2) Li F, Li X, Wang YT, Yu CT, Yin G, Chen XY, Zhao S, Wang W, Gao Q. The Etiological Heterogeneity of Bicuspid Aortopathy between Ascending and Root Morphotype. Heart Surg Forum. 2020 Dec 22;23(6):E913-E919. Li, F., Gao, Q., Qiao, E., Yin, G., Zhang, R.-J., Zhao, S.-H., & Wang, W. 2020. Contributing Factor of Proximal Arch Dilation in Patients with Bicuspid Aortic Valve—Wall Shear Stress or Upward Extension of Ascending Aorta Dilation? Contributing Factor of Proximal Arch Dilation. The Heart Surgery Forum, 23(4), E435-E440.

学术兼职

2024年 - 至今,Experiments in Fluids编委 2021年 - 至今,中国力学学会流体力学专业委员会实验流体力学专业组组员 2021年 - 至今,Journal of Hydrodynamics编委 2020年 - 至今,中国生物医学工程学会机械循环支持分会委员 2020年 - 至今,浙江省力学学会委员 2020年 - 至今,《实验力学》编委 2015年 - 至今,中国力学学会科学普及工作委员会委员 2015年 - 至今,International Symposium on Particle Image Velocimetry,科学委员会委员 2014年 - 至今,《实验流体力学》编委 2014年 - 至今,International Symposium on Applications of Laser and Imaging Techniques to Fluid Mechanics,指导委员会委员

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