何創(chuàng)新

長聘副教授

所在系所:葉輪機械研究所

電子郵件:chuangxin.he@sjtu.edu.cn

通訊地址:上海市閔行區(qū)東川路800號機械與動力工程學院A樓509室

個人主頁:歡迎對光學成像測量技術、計算流體力學算法、數(shù)據(jù)同化及人工智能算法感興趣的同學加入團隊

個人簡介
教學工作
科研工作

教育背景

2013.04~2018.01,上海交通大學,動力工程及工程熱物理專業(yè),博士
2013.09~2014.09,法國巴黎綜合理工學院,流體力學,碩士
2010.09~2013.03,華中科技大學,流體機械與工程專業(yè),碩士
2006.09~2010.06,華中科技大學,熱能與動力工程專業(yè),學士

工作經歷

2022.01~今,上海交通大學,葉輪機械研究所,副教授,博士生導師
2019.07~2021.12,上海交通大學,葉輪機械研究所,助理教授,博士生導師
2018.03~2019.06,英國杜倫大學,工程系,博士后

研究方向

一、層析粒子圖像測速技術(Tomo-PIV)
  計算機層析成像技術(Computed Tomography, CT)被廣泛應用于醫(yī)生診斷,通過多角度掃描和投影方法重構三維結構。在湍流測量中,Tomo-PIV通過多相機成像和三維重建,獲得三維粒子灰度分布,從而獲取高分辨率全三維流場。本團隊擁有完備的高能激光器、高速相機等三維光學測量硬件系統(tǒng),并開發(fā)了具有自主知識產權的GPU加速Tomo-PIV計算軟件,其計算效率顯著高于目前國際主流軟件,已獲得國家發(fā)明專利和軟件著作權。

二、四維粒子追蹤測速技術(4D-PTV)
4D-PTV是目前國際上最先進的高時空分辨率湍流測量技術,其分辨率和精度遠高于Tomo-PIV,目前國際上進行此項研究的高校非常少,最具有代表性的是德國宇航中心開發(fā)的“抖盒子(STB)”技術。本團隊提出了一種克服STB中折射界面影響和提高粒子匹配效率的新策略:基于視線約束和搖動策略的4D-PTV粒子軌跡追蹤方法。該方法在折射影響下軌跡追蹤數(shù)量較原STB算法提高3倍,并已獲得國家發(fā)明專利和軟件著作權。

三、湍流數(shù)據(jù)同化技術
  國內首創(chuàng)和國際先進的湍流數(shù)據(jù)同化技術,將實驗測量與數(shù)值模擬有機耦合,實驗了動態(tài)數(shù)據(jù)驅動的湍流數(shù)值模擬技術。鑒于實驗測量的時空局限和數(shù)值模擬的模型準確性問題,本人提出了基于連續(xù)伴隨理論的湍流數(shù)據(jù)同化方法,結合機器學習方法,實現(xiàn)時空全局湍流和傳熱的數(shù)據(jù)驅動數(shù)值模擬與人工智能預測。

四、相關工程應用研究
  (1) 高超聲速飛機氣動性能與氣動熱快速預測求解器開發(fā);
  (2) 燃氣輪機/航空發(fā)動機內部流場高精度測量與數(shù)據(jù)同化多物理場重建;
  (3) 航空發(fā)動機燃油噴嘴霧化特性和機理研究、性能優(yōu)化;
  (4) 新能源汽車超高速電機轉子熱管理與冷區(qū)技術;
  (5) 水下航行器紅外和水動力學的激光測量分析;
  (6) 氫燃料汽車安全預警數(shù)字孿生系統(tǒng)研發(fā);
  (7) 基于深度學習的戰(zhàn)機姿態(tài)預測和力學分析;
  (8) 大型核泵的內部流場測量模擬分析和優(yōu)化設計;
  (9) 噴水推進器內部流場PIV測量及數(shù)據(jù)同化全局重建。

五、博士碩士生畢業(yè)去向
  (1) 上海電力設計院(1人)
  (2) 華為技術有限公司(人工智能創(chuàng)新中心1人,上海研究所1人)
  (3) 商用飛機發(fā)動機有限公司(1人)

  (4) 航天八院509所(1人)

  (6) 上海民用航空機電系統(tǒng)有限公司(1人)


  歡迎對光學成像測量技術、計算流體力學算法、數(shù)據(jù)同化及人工智能機器學習算法感興趣的同學加入團隊。

學術兼職

第15屆亞洲顯示學術會議,分會場主席;
Physics of Fluids, International Journal of Heat and Mass Transfer, Experimental Thermal and Fluid Science, Experiments in Fluids 審稿人

《機械與動力仿真實踐(能動類)》,本科生必修,4學分
《工程設計》,本科生必修,4學分
《流體力學先進實驗方法》,本科生選修,2學分

科研項目

2023~2025,中央軍委裝備發(fā)展部,空化演化過程物理場量測試技術重大基礎研究項目(子課題),主持

2023~2024,  沈飛601所揚州院,基于機器學習與數(shù)據(jù)同化的寬速域飛行器氣動力與流場快速預測,主持

2023~2023,華為技術有限公司,湍流脈動擾動力實驗研究,主持
2023~2026,國家自然科學基金面上項目,數(shù)據(jù)同化增強的高頻雙脈沖4D-PTV流場測量技術研究,主持
2021~2022,中船708所合作課題,噴水推進葉輪內部微觀流場重建,主持
2021~2022,噴水推進重點實驗室基金,高速噴水推進平臺PSF表面壓力測量及數(shù)據(jù)驅動的快速全局壓力預測,主持
2021~2022,上海核能裝備測試驗證中心課題,水室封頭與泵殼光學方案設計與標定,主持
2020~2021,旋翼空氣動力學重點實驗室研究課題,耦合實驗測量與數(shù)值模擬的旋翼三維流場數(shù)據(jù)融合技術研究與多物理場重建,主持
2021~2023,上海市自然科學基金面上項目,受限空間旋轉射流三維流場實驗測量與數(shù)值模擬的數(shù)據(jù)同化研究,主持
2021~2023,國家自然科學青年基金,基于高頻響Tomo-PIV的脈沖旋轉射流實驗研究,主持
2020~2021,華為技術有限公司,超高速電機轉子油冷測試臺開發(fā)與傳熱分析,參與
2020~2020,中船工業(yè)系統(tǒng)工程研究院,航行體紅外特性與水動力試驗測量,參與
2019~2020,中國航發(fā)331廠,航空發(fā)動機燃油霧化特性的PIV實驗測量、動態(tài)分離渦模擬和數(shù)據(jù)同化分析,參與
2019~2020,氣動噪聲控制重點實驗室課題,基于層析PIV測量和數(shù)據(jù)同化方法的翼型氣動噪聲預測,主持
2019~2020,上海電氣汽輪機廠課題,基于數(shù)據(jù)同化方法的閥門通流特性預測與分析,參與
2018~2019,英國國家工程與自然科學基金課題,脈沖射流中渦環(huán)的形成、傳輸和標量摻混,參與
2014~2016,上海電氣汽輪機廠課題,配H級二托一聯(lián)合循環(huán)汽輪機HIP汽缸流動與傳熱分析,參與
2013~2016,中船工業(yè)系統(tǒng)工程研究院,水下航行體實驗研究及紅外抑制研究,參與

代表性論文專著

(63) Qu, Hao & Zeng, Xin & He, Chuangxin & Wen, Xin & Cai, Weiwei & Wang, Benlong & Liu, Yingzheng. Eulerian and Lagrangian analyses of entrainment in non-circular orifice impinging jets. Physics of Fluids. 37(1) (2025)

(62) Sen Li, Yuheng Lu, Chuangxin He, Chunjing Song*, Yingzheng Liu*, Yun Zhong. Data assimilation of turbulent flow in a large-scale steam generator: Part I- Iterative ensemble-Kalman filter-based reconstruction. Annals of Nuclear Energy. 211: 110982. (2025)


(61) Li, Zhiyang & He, Chuangxin & Liu, Yingzheng.. Turbulent mean flow prediction in impinging jets using data assimilation methods. Physics of Fluids. 36(3) (2024)

(60) Li, Sen & Zhang, Xu & Zhou, Wenwu & He, Chuangxin & Liu, Yingzheng. . Particle image velocimetry, delayed detached eddy simulation and data assimilation of inclined jet in crossflow. Journal of Visualization. 27(3): 307-322. (2024).

(59) Wang, Peng & Jia, Sichang & He, Zheng & He, Chuangxin & Sung, Hyung Jin & Liu, Yingzheng. Flow–acoustic resonance mechanism in tandem deep cavities coupled with acoustic eigenmodes in turbulent shear layers. Journal of Fluid Mechanics. 984: A19. (2024)

(58) Qu, Hao & Zeng, Xin & He, Chuangxin & Wang, Peng & Liu, Hong & Liu, Yingzheng. Time-resolved tomographic particle image velocimetry of flow structures in non-circular orifice impinging jets. Physics of Fluids. 36(6) (2024)

(57) Li, Sen & Liao, Juan & He, Chuangxin & Song, Chunjing & Liu, Yingzheng. Dual-orthogonal-plane particle image velocimetry measurement of the turbulent flow in the channel head of a large-scale steam generator mockup. Journal of Fluids Engineering. 146(10) (2024)

(56) Li, Zhiyang & He, Chuangxin & Liu, Yingzheng. Adaptive scale resolving for turbulent jets using data assimilation augmented Reynolds-averaged simulations. Physics of Fluids. 36(10). (2024).

(55) Lu, Siqi & He, Chuangxin & Wang, Peng & Liu, Yingzheng. Inner–outer interaction of unsteady turbulent flow inside duct with wall corrugations: Augmentation and saturation. Physics of Fluids. 36(11) (2024)

(54) Chuangxin He, Xin Zeng, Peng Wang, Xin Wen, Yingzheng Liu*. Four-dimensional variational data assimilation of a turbulent jet for super-temporal-resolution reconstruction. Journal of Fluid Mechanics. 978: A14 (2024)


(53) Xu Zhang,  Wenwu Zhou*, Chuangxin He, Xin Wen, Di Peng, Yingzheng Liu. Three-dimensional flow structures and scalar mixing of a sand dune-inspired jet in crossflow. International Journal of Heat and Mass Transfer. 216: 124601 (2023)

(52) Xu Zhang, Xin Zeng, Chuangxin He*, & Yingzheng Liu. "Large-eddy simulation of turbulent channel flows with antifouling-featured bionic microstructures". International Journal of Heat and Fluid Flow. 104: 109228 (2023).

(51) Xu Zhang, Kechen Wang, Wenwu Zhou*, Chuangxin He*, Yingzheng Liu. "Using Data Assimilation to Improve Turbulence Modeling for Inclined Jets in Crossflow". Journal of Turbomachinery. 145 (2023).  

(50) X. Zeng, Y. Zhang, C He* & Y. Liu. "Dynamics and Entrainment Mechanism of the Jet Flows from an Elliptical Nozzle: Time-Resolved Tomographic PIV Measurements", Experiments in Fluids, 142(2023).

(49) S Li, C. He & Y. Liu*. "Unsteady flow enhancement on an airfoil using sliding window weak-constraint four-dimensional variational data assimilation". Physics of Fluids. 35, 065122 (2023).

(48) Z Li, C. He* & Y. Liu. "A data-driven Reynolds-number-dependent model for turbulent mean flow prediction in circular jets". Physics of Fluids. 35, 085130 (2023).

(47) S. Li, C. He, B. Ge & Y. Liu*. "Coherent structures and pressure fluctuations over an airfoil: simultaneous measurements using TR-PIV and microphone". AIAA Journal.61: 2444-2459 (2023)

(46) T. Li, C. He*, X. Wen & Y. Liu. "Data assimilation of rotor flow at hovering state using ensemble Kalman filter". Journal of Visualization. 1(2023).

(45) X. Zeng, Y. Zhang, C. He*. & Y. Liu. “Time? and frequency?domain spectral proper orthogonal decomposition of a swirling jet by tomographic particle image velocimetry”. Experiments in Fluids 64,5(2023).

(44) H Fu, C He*. "An experimental study of coherent swirling vortex rings in a turbulenf pulsed jet". Physics of Fluids. 140.1(2023): 110762.


(43) Wang, Peng & Zhang, Zhengfan & He, Chuangxin & Liu, Yingzheng. Dual-FPGA-PIV measurements of unsteady flow dynamics resonated via the duct acoustic mode with half-wavelength arranged side-branches. Experiments in Fluids. 63(1): 29. (2022)

(42) Wang, Peng & Zhang, Zhengfan & He, Chuangxin & Wen, Xin & Liu, Yingzheng. Control of Flow–Acoustic Resonance Using Sweeping Jets. AIAA Journal. 60: 1-17. (2022)

(41) Li, Fuqi & Wang, Peng & He, Chuangxin & Liu, Yingzheng. Dynamic delayed detached-eddy simulation and acoustic analogy analysis of unsteady flow through a sudden expansion pipe. Journal of Visualization.25(5): 999-1015. (2022).

(40) Liu, Xu & Qin, Chen & Yuchao, Tang & Zhao, Kun & Wang, Peng & Liu, Yingzheng & He, Chuangxin & Peng, Di. . Resolving dynamic features of kilohertz pressure fluctuations using fast-responding pressure-sensitive paint: measurement of inclined jet impingement. Experiments in Fluids. 63: 72. (2022)

(39) X Zeng, C He*, Y Liu. "GPU-accelerated MART and concurrent cross-correlation for tomographic PIV". Experiments in Fluids. Experiments in Fluids 63,91(2022).

(38) Fuqi Li, Peng Wang, Chuangxin He, and Yingzheng Liu*. Dynamic delayed detached-eddy simulation and acoustic analogy analysis of unsteady flow through a sudden expansion pipe. Journal of Visualization. 25:999–1015 (2022)

(37) Xu Zhang, Kechen Wang, Xin Wen, Chuangxin He, Yingzheng Liu, Wenwu Zhou*. "Experimental study of time-resolved simultaneous velocity and concentration fields of an inclined jet in crossflow". International Journal of Heat and Mass Transfer, 188(2022). 122622.

(36) H Fu, C He*. "Dynamics of coherent vortex rings in a successively generated turbulent pulsed jet". Experimental Thermal and Fluid Science. 136(2022): 110644.

(35) C He, P Wang, Y Liu*. "Flow enhancement of tomographic particle image velocimetry measurements using sequential data assimilation". Physics of Fluids. 34(2022): 035101

(34) S Li, C He*, Y Liu. "A data assimilation model for wall pressure-driven mean flow reconstruction". Physics of Fluids. 34(2022): 015101.

(33) C He, P Wang, Y Liu*. "Sequential data assimilation of turbulenf flow and pressure fields over aerofoil". AIAA Journal, 60(2022): 1091- 1103.


(32) Wenwu Zhou, Xu Zhang, Chuangxin He, Xin Wen, Jisheng Zhao, and Yingzheng Liu*. "Simultaneous measurements of time-resolved velocity and concentration fields behind a sand dune-inspired jet in crossflow", Physics of Fluids 33(2021), 115101.

(31) P Wang, C He, Z Deng, Y Liu*. "Data assimilation of flow-acoustic resonance". Journal of the Acoustical Society of America, 149(2021): 6.  

(30) C He, P Wang, Y Liu*. "Data assimilation for turbulent mean flow and scalar fields with anisotropic formulation", Experiments in Fluids, 62(2021): 117.

(29) C He , Y Liu*, L Gan. "Dynamics of the jet flow issued from a lobed Nozzle: Tomographic particle image velocimetry measurements". International Journal of Heat and Fluid Flow, 2021, 89.

(28) F Li, C He, P Wang, Y Liu*. "Unsteady analysis of turbulent flow and heat transfer behind a wall-proximity square rib using dynamic delayed detached-eddy simulation", Physics of Fluids, 33, 055104 (2021)

(27) Z Deng, C He*, Y Liu. "Deep neural network-based strategy for optimal sensor placement in data assimilation of turbulent flow". Physics of Fluids, 2021, 33(2):025119.

(26) P Fang, C He* , P Wang, et al. Data Assimilation of Steam Flow Through a Control Valve Using Ensemble Kalman Filter. Journal of Fluids Engineering, 2021.

(25) 房培勛, 何創(chuàng)新, 徐嗣華, 王鵬, 劉應征*. 基于實驗數(shù)據(jù)同化的湍流模型常數(shù)標定:蒸汽閥門通流特性數(shù)值預測 . 空氣動力學學報,2021 (Accept).

(24) 付豪,何創(chuàng)新*,劉應征. 低旋流數(shù)旋進射流流動特性的PIV實驗研究,實驗流體力學,2021 (Accept).

(23) 何創(chuàng)新,鄧志文,劉應征*. 湍流數(shù)據(jù)同化技術及應用(邀請綜述). 航空學報,2021 (Accept).

(22) H Fu, C He*, Y Liu. "Flow structures of a precessing jet in an axisymmetric chamber". Journal of Visualization, 2021.


(21) C He, Y Liu*. "Time-resolved reconstruction of turbulent flows using linear stochastic estimation and sequential data assimilation. Physics of Fluids, 2020, 32: 075106.

(20) C He, Y Liu*, L Gan. "Instantaneous pressure determination from unsteady velocity fields using adjoint-based sequential data assimilation. Physics of Fluids, 2020, 32: 035101.

(19) C He, L Gan*, Y Liu. "Dynamics of compact vortex rings generated by axial swirlers at early stage", Physics of Fluids, 2020, 32 (4), 045104.

(18) Y Deng, C He, P Wang, Y Liu*. "Unsteady behaviors of separated flow over a finite blunt plate at different inclination angles", Physics of Fluids, 2020, 32 (3), 035111.

(17) EO Hollands, C He, L Gan*. "A particle image velocimetry study of dual-rotor counter-rotating wind turbine near wake", Journal of Visualization, 2020: 1-11.

(16) X Fan, C He, L Gan*, L Li, C Du. "Experimental study of swirling flow characteristics in a semi cylinder vortex cooling configuration", Experimental Thermal and Fluid Science, 2020, 113, 110036.

(15) H Fu, C He*, Y Liu. "Self-sustained oscillation of the flow in a double-cavity channel: a time-resolved PIV measurement", Journal of Visualization, 2020: 1-13.

(14) C He, L Gan, Y Liu*. "The formation and evolution of turbulent swirling vortex rings generated by axial swirlers", Flow, Turbulence and Combustion, 2020: 1-22.


(13) C He, Y Liu*, L Gan & L. Lesshafft. "Data assimilation and resolvent analysis of turbulent flows behind a wall-proximity rib", Physics of Fluids, 31, 025118 (2019)

(12) Z Deng, C He, Y Liu, KC Kim*. "Super-resolution reconstruction of turbulent velocity fields using a generative adversarial network-based artificial intelligence framework", Physics of Fluids 31 (12), 125111(2019)


(11) C He, Y Liu* & L Gan. "A data assimilation model for turbulent flows using continuous adjoint formulation", Physics of Fluids, 30, 105108 (2018).

(10) Z Deng, C He, X Wen & Y Liu*. "Recovering turbulent flow field from local quantity measurement: turbulence modeling using ensemble-Kalman-filter-based data assimilation", Journal of Visualization, (2018): 1-21.

(9) C He & Y Liu*. "A dynamic detached-eddy simulation model for turbulent heat transfer: impinging jet", International Journal of Heat and Mass Transfer, 127(2018): 326-338.

(8) C He & Y Liu*. "Large-eddy simulation of jet impingement heat transfer using a lobed nozzle", International Journal of Heat and Mass Transfer, 125(2018): 828-844.

(7) C He & Y Liu*. "Jet impingement heat transfer of a lobed nozzle: measurements using temperature-sensitive paint and particle image velocimetry", International Journal of Heat and Fluid Flow, 71(2018): 111-126.

(6) C He, Y Liu* & S Yavuzkurt. "Large-eddy simulation of circular jet mixing: lip- and inner-ribbed nozzles", Computers & Fluids, 168(2018): 245-264.


(5) C He, Y Liu* & S Yavuzkurt. "A dynamic delayed detached-eddy simulation model for turbulent flows", Computers & Fluids, 145(2017): 174-189.

(4) C He & Y Liu*. "Proper orthogonal decomposition?based spatial refinement of TR?PIV realizations using high?resolution non?TR?PIV measurements", Experiments in Fluids, 58(2017): 86.

(3) C He & Y Liu*. "Proper orthogonal decomposition of time-resolved LIF visualization: scalar mixing in a round jet", Journal of Visualization, 20(2017): 789-815.


(2) C He, Y Liu*, D Peng & S Yavuzkurt. "Measurement of flow structures and heat transfer behind a wall?proximity square rib using TSP, PIV and split?fiber film", Experiments in Fluids, 57(2016): 165.

(1) 郝震震*, 何創(chuàng)新. 配 H 級汽輪機整體內缸高溫螺栓共軛換熱研究[J]. 熱力透平, 2016, 45(4): 265-268.

軟件版權登記及專利

(1)上海交通大學,層析三維粒子圖像場GPU加速重建及速度場計算軟件[簡稱:Tomo PIV], V1.0(軟件著作權登記號2021SR1617980)
(2)曾鑫、何創(chuàng)新、劉應征,一種基于GPU加速的三維粒子場及速度場重建方法(公開號:CN202111003737)
(3)何創(chuàng)新、曾鑫、劉應征,一種基于數(shù)字光處理技術的流動參數(shù)測量方法及系統(tǒng) (公開號:CN202110995099.3 )
(4)何創(chuàng)新、曾鑫、劉應征,一種基于DMD的分子標記測速系統(tǒng) (公開號:CN202111003166)

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