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个人简介

胡钢,土木与环境工程学院教授,博士生导师,国家级青年人才。2015年毕业于香港科技大学获得土木工程博士学位,并于澳大利亚悉尼大学从事博士后研究。主要采用人工智能技术、风洞试验技术和计算流体动力学进行空气动力学、结构风工程、环境风工程和风能相关的研究。至今共发表SCI国际期刊论文90余篇,其中JCR一区论文80余篇,ESI高被引和热点文章2篇。主持国家重点研发计划课题1项,国家自然科学基金面上项目和青年项目各1项,深圳市海外高层次人才项目1项;作为核心成员参与 1 项澳大利亚国家基金委项目、多项香港政府研究资助局项目、国家自然科学基金委项目、深圳市孔雀团队项目。担任中国土木工程学会桥梁及结构分会风工程学术委员会委员,全国抗风减灾与风能利用专委会委员,智能流体力学执行委员会执行委员,香港风工程协会秘书兼执行委员,澳大利亚风工程协会会员,美国土木工程师协会会员,国际期刊Advances in Structural Engineering青年编委。受邀参加第17届意大利全国风工程会议作大会主旨报告,入选斯坦福大学全球前2%顶尖科学家“2022年度影响力”排行榜。 教育背景 09/2012-08/2015: 博士学位(土木工程), 土木与环境工程学院, 香港科技大学 09/2009-07/2011: 硕士学位(结构工程), 土木与环境工程学院, 哈尔滨工业大学(深圳) 09/2005-07/2009: 学士学位(土木工程), 土木工程学院, 中南大学 工作经历 12/2020-至今: 教授,博士生导师,土木与环境工程学院,哈尔滨工业大学(深圳) 12/2019-11/2020:副教授, 硕士生导师,土木与环境工程学院,哈尔滨工业大学(深圳) 12/2017-12/2019:博士后, 土木工程学院, 悉尼大学, 澳大利亚 09/2016-11/2017:博士后, 土木与环境工程学院, 香港科技大学 09/2015-09/2016:副研究员, 中电风洞实验室, 香港科技大学 科研项目 国家重点研发计划课题,主持,2022-2025 中组部人才项目,主持,2022-2024 国家自然科学基金面上项目 (52278493),基于深度强化学习的矩形钝体智能气动控制,主持,2023-2026 国家自然科学基金青年项目 (52108451),基于机器学习的矩形柱体风效应评估的初探,主持,2022-2024 深圳市海外高层次人才引进科研启动项目,主持,2021-2023 深圳市高等院校稳定支持计划面上项目 (GXWD20201230155427003-20200823230021001),矩形柱体风特性的人工智能预测模型,主持,2021-2022 哈尔滨工业大学(深圳)科研启动项目,主持,2020-2022 深港澳科技计划(C类)项目(SGDX20210823103202018),参与,2022-2024 深圳市孔雀团队(Shenzhen Science and Technology Program,KQTD20210811090112003),核心成员,2022-2027 粤港澳联合实验室 (2020B1212030001),粤港澳数据驱动下的流体力学与工程应用联合实验室,参与,2021-2023 香港RGC GRF (16211821), Phenomenological study and deep-learning-based predictions of instantaneous dynamic modal wind flow field around rectangular prisms, 参与

研究领域

机器学习和人工智能技术在土木工程中的应用 机器学习和人工智能技术在空气动力学和流体力学中的应用 高层建筑、高耸结构和大跨度结构的抗风性能评估和风振控制 风洞试验技术和计算流体动力学模拟技术的应用和开发 风能评估和风电场选址 城市风环境的评估和优化

近期论文

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Lin, P., Hu, G.*, Li, C.*, Li, L., Xiao, Y., Tse, K.T., Kwok, K.C.S., 2021. Machine learning-based prediction of crosswind vibrations of rectangular cylinders. J. Wind Eng. Ind. Aerodyn. 211, 104549. Bubryur Kim, N. Yuvaraj, K. T. Tse, Dong-Eun Lee, and Hu, G.*, 2021, Pressure Pattern Recognition in Buildings Using an Unsupervised Machine Learning Algorithm, J. Wind Eng. Ind. Aerodyn., 214, 104629. Li, C., Zhou, S., Shan, B., Hu, G., Song, X., Liu, Y., Hu, Y., Yiqing, X., 2021. Dynamics of a Y-shaped semi-submersible floating wind turbine: a comparison of concrete and steel support structures. Ships Offshore Struct. 0, 1–21. Zhou, L., Tse, K.T., Hu, G., Li, Y., 2021. Mode interpretation of interference effects between tall buildings in tandem and side-by-side arrangement with POD and ICA. Eng. Struct. 243, 112616. Tse, K.T., Hu, G., Song, J., Park, H.S., Kim, B., 2021. Effects of corner modifications on wind loads and local pressures on walls of tall buildings. Build. Simul. 14, 1109–1126. Ong, R.H., Patruno, L., He, Y., Efthekarian, E., Zhao, Y., Hu, G.*, Kwok, K.C.S., 2021. Large-eddy simulation of wind-driven flame in the atmospheric boundary layer. Int. J. Therm. Sci. 107032. Wang, Q., Jiang, Q., Hu, G., Chen, X., Li, C., Xiao, Y., 2021. Aerodynamic characteristics of a square cylinder with corner fins. Adv. Bridg. Eng. 2. C Zhang, Hu, G., D Yurchenko, P Lin, S Gu, D Song, H Peng*, J Wang*, 2021, Machine learning based prediction of piezoelectric energy harvesting from wake galloping, Mechanical Systems and Signal Processing 160, 107876. DC Feng, WJ Wang, S Mangalathu, Hu, G.*, T Wu, 2021, Implementing ensemble learning methods to predict the shear strength of RC deep beams with/without web reinforcements, Engineering Structures 235, 111979. B Kim, N Yuvaraj, KR Sri Preethaa, Hu, G., DE Lee, 2021, Wind-Induced Pressure Prediction on Tall Buildings Using Generative Adversarial Imputation Network, Sensors 21 (7), 2515 Liao, H., Mei, H., Hu, G., Wu, B., Wang, Q., 2021. Machine learning strategy for predicting flutter performance of streamlined box girders. J. Wind Eng. Ind. Aerodyn. 209, 104493. Zhao, Z., Xiao, Y., Li, C.*, Wang, J., Hu, G., 2021. New consideration of lateral boundary treatment for meso- and micro-scale nested PBL simulations over complex terrain. Atmos. Res. 254, 105507. Zhou, L., Tse, K.T.*, Hu, G.*, Li, Y., 2021. Higher order dynamic mode decomposition of wind pressures on square buildings. J. Wind Eng. Ind. Aerodyn. 211, 104545. Shi, T., Hu, G., Zou, L.*, Song, J.*, Kwok, K.C.S., 2021. Performance of an omnidirectional piezoelectric wind energy harvester. Wind Energy 1–13. Hu, G.*, Liu, L., Tao, D., Song, J., Tse, K.T., Kwok, K.C.S.*, 2020. Deep learning-based investigation of wind pressures on tall building under interference effects. Journal of Wind Engineering and Industrial Aerodynamics, 201, 104138. Hu, G.*, Kwok, K. C. S. (2020). Predicting wind pressures around circular cylinders using machine learning techniques. Journal of Wind Engineering and Industrial Aerodynamics, 198, 104099. (The most cited articles published in the past 3 years, Source: Scopus) Chao Li, Jinghan Wang, Hu, G., Lixiao Li, Yiqing Xiao*, 2020. RANS simulation of horizontal homogeneous atmospheric boundary layer over rough terrains by an enriched canopy drag model, Journal of Wind Engineering and Industrial Aerodynamics, 206, 104281. Cruz Y. Li, Tim K.T. Tse*, Hu G.*, 2020, Dynamic Mode Decomposition on pressure flow field analysis: Flow field reconstruction, accuracy, and practical significance, Journal of Wind Engineering and Industrial Aerodynamics, 205, 104278. H.Y. Peng, S.F. Dai, K. Lin, Hu G., H.J. Liu*, 2020, Experimental investigation of wind characteristics and wind energy potential over rooftops: Effects of building parameters, Journal of Wind Engineering and Industrial Aerodynamics, 205, 104304. K.T. Tse, A.U. Weerasuriya*, Hu G.*, 2020 Integrating topography-modified wind flows into structural and environmental wind engineering applications, Journal of Wind Engineering and Industrial Aerodynamics, 204, 104270. Hu, G., Fengxi Liu, Lixiao Li*, Chao Li, Yiqing Xiao, and Kwok, K. C. S., 2019, Wind energy harvesting performance of tandem circular cylinders with triangular protrusions, Journal of Fluids and Structures, 91, 102780. Hu, G., Junlei Wang*, Zhen Su, Guoping Li, Huayi Peng and K.C.S. Kwok, 2019, Performance evaluation of twin piezoelectric wind energy harvesters under mutual interference, Applied Physics Letters, 115, 073901. Hu, G., Jie Song*, Sina Hassanli, Robert Ong, and Kwok, K. C. S., 2019, The effects of a double-skin fa?ade on the cladding pressure around a tall building. Journal of Wind Engineering and Industrial Aerodynamics. 191, 239-251. Weiwei Song, Liang, S.*, Song, J., Lianghao Zou, Hu, G., 2019. Investigation on wind-induced aero-elastic e?ects of tall buildings by wind tunnel test using a bi-axial forced vibration device. Engineering Structures. 195, 414-424. Chao Zhang, Junhong Zhao, Hu, G., Maoling Shi, Xueguan Song, Dacheng Tao, and Wei Wu, 2019. A Data-Driven Framework for Tunnel Geological-Type Prediction Based on TBM Operating Data. IEEE Access. 7, 66703-66713. Cui, D., Hu, G., Ai, Z., Du, Y.*, Mak, C.M., Kwok, K.C.S., 2019. Particle image velocimetry measurement and CFD simulation of pedestrian level wind environment around U-type street canyon. Build. Environ. 154, 239–251. Jie Song, Wei Xu, Hu, G., Shuguo Liang*, Jian Tan, 2019, Non-Gaussian properties and their effects on extreme values of wind pressure on the roof of long-span structures. Journal of Wind Engineering and Industrial Aerodynamics. 184, 106-115. Hu, G., Tse, K.T., Wei, M.*, Naseer, R., Abdelke, A., Kwok, K.C.S., 2018, Experimental investigation on the efficiency of circular cylinder-based wind energy harvester with different rod-shaped attachments. Applied Energy 226, 682–689. Hu, G., C. Li*, K. T. Tse, and K. C. S. Kwok, 2018, Vortex induced vibration of an inclined finite-length square cylinder, European Journal of Mechanics - B/Fluids, 68, 144–152. Sina Hassanli, Hu G.*, David F. Fletcher, Kwok, K.C.S., 2018, Potential Application of Double Skin Fa?ade Incorporating Aerodynamic Modifications for Wind Energy Harvesting, Journal of Wind Engineering and Industrial Aerodynamics. 174, 269-280. Song Jie, Tse K.T., Hu G.*, Liang S, Zou L., 2018, Dynamic properties of wind-excited linked tall buildings considering both intra- and inter-building structural couplings. Journal of Structure Engineering, ASCE. 2018;144(6017007):1-11. Chao Li, Yiqing Xiao, You-lin Xu, Yi-xin Peng, Hu, G. and Songye Zhu*, 2018, Optimization of Blade Pitch in H-rotor Vertical Axis Wind Turbines through Computational Fluid Dynamics Simulations, Applied Energy, 212, 1107-1125. Liang, S., Yang, W., Song, J.*, Wang, L., Hu, G., 2018. Wind-induced responses of a tall chimney by aeroelastic wind tunnel test using a continuous model. Engineering Structures 176, 871–880. Hu, G., K. T. Tse, Z. S. Chen*, and Kwok, K.C.S., 2017, Particle Image Velocimetry measurement of flow around an inclined square cylinder, Journal of Wind Engineering and Industrial Aerodynamics. 168, 134-140. Hu, G., Sina Hassanli, Kwok, K.C.S., and Tse, K.T.*, 2017, Wind-induced responses of a tall building with a double-skin fa?ade system. Journal of Wind Engineering and Industrial Aerodynamics. 168, 91–100. Hu, G., K.T. Tse, Song Jie*, and Liang S.G., 2017, Performance of wind-excited linked building systems considering the link-induced structural coupling. Engineering Structures, 138, 91-104. Wei M. H., Hu, G.*, Li L. X., Liu H. T., 2017, Development and theoretically evaluation of an STF–SF isolator for seismic protection of structures. Meccanica. doi:10.1007/s11012-017-0785-z. Sina Hassanli, Hu, G.*, K. C. S. Kwok, David F. Fletcher, 2017, Utilizing Cavity Flow within Double Skin Fa?ade for Wind Energy Harvesting in Buildings, Journal of Wind Engineering and Industrial Aerodynamics. 167, 114–127. Song Jie, Hu, G., Tse, K.T., Li, S.W.*, Kwok, K.C.S, 2017, Performance of a circular cylinder piezoelectric wind energy harvester fitted with a splitter plate, Applied Physics Letters. 111(22):223903. Z. S. Chen, K. T. Tse, Hu, G.*, and K. C. S. Kwok, 2017, Experimental and theoretical investigation of galloping of transversely inclined slender prisms, Nonlinear Dynamics. Wei, M.H., Sun, L.*, Hu, G., 2017, Dynamic properties of an axially moving sandwich beam with MRF core, Advances in Mechanical Engineering. Vol. 9(2) 1–9. Li, S.W., Hu, Z.Z., Chan, P.W., and Hu, G.*, 2017, A study on the profile of the turbulence length scale in the near-neutral atmospheric boundary for sea (homogeneous) and hilly land (inhomogeneous) fetches. Journal of Wind Engineering and Industrial Aerodynamics. 168, 200-210. Zhou Shengtao, Shan Baohua, Xiao Yiqing, Li Chao*, Hu, G., Song Xiaoping, Liu Yongqing, Hu Yimin, 2017, Directionality Effects of Aligned Wind and Wave Loads on a Y-Shape Semi-Submersible Floating Wind Turbine under Rated Operational Conditions. Energies 10(12):2097. Li C, Zhuang T, Zhou S, Xiao Y. Q.*, and Hu, G., 2017, Passive Vibration Control of a Semi-Submersible Floating Offshore Wind Turbine, Applied Sciences. 7 1–19. Hu, G., Tse, K.T., Kwok, K.C.S, Song Jie*, and Lyu Yuan. 2016, Aerodynamic modification to a circular cylinder to enhance piezoelectric wind energy harvesting, Applied Physics Letters. 109(19), 193902. Hu, G., Tse, K.T.*, and Kwok, K.C.S. 2016, Enhanced performance of wind energy harvester by aerodynamic treatment of a square prism, Applied Physics Letters. 108(12), 123901. Hu, G., Tse, K.T.*, Kwok, K.C.S., 2016. Aerodynamic mechanisms of galloping of an inclined square cylinder. Journal of Wind Engineering and Industrial Aerodynamics. 148, 6-17. Wei, M.H., Hu, G.*, Jin, L., Lin, K. and Zou, D. 2016, Forced vibration of a shear thickening fluid sandwich beam, Smart Materials and Structures. 25(5), 055041. Hu, G.*, Tse, K.T., Kwok, K.C.S., Chen Z.S., 2015. Pressure measurements on inclined square prisms. Wind and Structures, 21, 383-405. Hu, G., Tse, K.T.*, Kwok, K.C.S. and Zhang, Y., 2015. Large eddy simulation of flow around inclined finite square cylinders, Journal of Wind Engineering and Industrial Aerodynamics. 146, 172-184. Hu, G., Tse, K.T.* and Kwok, K.C.S., 2015. Galloping of forward and backward inclined slender square cylinders, Journal of Wind Engineering and Industrial Aerodynamics. 142, 232-245. Li, Q.S.*, Hu, G., Yan, Bo-wen, 2014. Investigation of the effects of free-stream turbulence on wind-induced responses of tall building by large eddy simulation. Wind and Structures 18, 599-618.

学术兼职

08/2023-至今, 委员, 中国土木工程学会桥梁及结构分会风工程学术委员会 07/2023-至今, 委员, 全国抗风减灾与风能利用专委会 05/2023-至今, 执行委员, 智能流体力学执行委员会 11/2022-至今, 青年编委, Advances in Structural Engineering 04/2020-至今, 秘书, 香港风工程协会 03/2018-至今, 会员, 澳大利亚风工程协会 12/2016-至今, 执行委员, 香港风工程协会

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