威尼斯娱人城官网

2010.09-2015.07 清华大学 能源与动力工程系 工学博士
2006.09-2010.07 清华大学 能源与动力工程系 工学学士

2021.01- 威尼斯娱人城官网 副教授
2018.07-2020.12 威尼斯娱人城官网 助理教授
2015.11-2018.06 University of Pittsburgh,USA 博士后

2013.11-2014.05 Virginia Polytechnic Institute and State University, USA, Visiting Scholar

传热问题的人工智能和优化理论：
（1）传热问题的深度学习和人工智能方法
（2）参数化拓扑优化、伴随拓扑优化技术
（3）高复杂度结构的流动传热优化方法
（4）数据驱动的规律发现和求解方法

金属增材制造（3D打印）和高复杂度传热部件的应用：
（1）航空发动机/燃气轮机热端部件冷却和热防护
（2）自组织仿生机制及其流动传热机理
（3）多孔介质传热和发汗冷却
（4）高效紧凑式换热器

欢迎对人工智能、拓扑优化、仿生学、3D打印和传热学感兴趣的同学报考博士、硕士。
欢迎相关领域的博士毕业生加入课题组展开博士后研究。
研究案例视频：//www.researchgate.net/publication/350343943_Deep_learning_self_organization_and_additive
欢迎下载观看（点击Download file PDF）。

2022-2023，上海市科技创新行动计划自然科学基金面上项目
2022-2022，空气动力学研究中心外委课题，《涡轮叶片复合冷却优化设计方法研究》
2020-2021，天洑软件有限公司外委课题，《基于深度学习的船舶xxx代理模型》
2020-2021，空气动力学国家重点实验室开放课题，《涡轮叶片肋壁-气膜耦合流动换热特性研究》
2020-2022，国家自然科学基金青年项目，《基于增材制造和机器学习的非规则发散冷却的传热机制和建模方法研究》
2019-2022, 上海市青年科技英才扬帆计划
2019-2020, 华为公司项目，《基于机器学习的xxx代理模型》
2017-2018, 美国能源部项目-大学涡轮系统研究，Integrated Transpiration and Lattice Cooling Systems Developed by Additive Manufacturing with Oxide-Dispersion Strengthened Alloys, (DE- FE0031277),
2015-2018, 美国能源部项目-大学涡轮系统研究，Design, Fabrication and Performance Characterization of Near-Surface Embedded Cooling Channels with an Oxide Dispersion Strengthened (ODS) Coating Layer, (DE- FE0025793)

Lead author/Corresponding author publications:
1. Qi Wang, Li Yang, Kang Huang, Fast prediction and sensitivity analysis of gas turbine cooling performance using supervised learning approaches, Energy, 2022, 246: 123373.
2. Qi Wang, Weiwei Zhou, Li Yang, Kang Huang, Comparison between conventional and deep learning-based surrogate models in predicting convective heat transfer performance of U-bend channels, Energy and AI, 2022, 8:100140.
3. Li Yang, Wei Dai, Yu Rao, Minking K. Chyu. "A machine learning approach to quantify the film cooling superposition effect for effusion cooling structures." International Journal of Thermal Sciences 162 (2021): 106774.
4. Li Yang, Qi Wang, Yu Rao. "Searching for irregular pin-fin shapes for high temperature applications using deep learning methods." International Journal of Thermal Sciences 161 (2021): 106746.
5. Li Yang, Qi Wang, Kang Huang, Yu Rao. "Establishment of a long-short-term-memory model to predict film cooling effectiveness under superposition conditions." International Journal of Heat and Mass Transfer 160 (2020): 120231.
6. Qi Wang, Li Yang*, Yu Rao. "Establishment of a generalizable model on a small-scale dataset to predict the surface pressure distribution of gas turbine blades." Energy 214 (2021): 118878.
7. Li Yang, Wei Dai, Yu Rao, Minking K. Chyu. "Optimization of the hole distribution of an effusively cooled surface facing non-uniform incoming temperature using deep learning approaches." International Journal of Heat and Mass Transfer 145 (2019): 118749.
8. Li Yang, Zheng Min, Tianwei Yue, Yu Rao, Minking K. Chyu. "High resolution cooling effectiveness reconstruction of transpiration cooling using convolution modeling method." International Journal of Heat and Mass Transfer 133 (2019): 1134-1144.
9. Li Yang, Wei Chen, Minking K. Chyu. "A convolution modeling method for pore plugging impact on transpiration cooling configurations perforated by straight holes." International Journal of Heat and Mass Transfer 126 (2018): 1057-1066.
10. Li Yang, Prashant Singh, Kartikeya Tyagi, Jaideep Pandit, Srinath V. Ekkad, Jing Ren. "Experimental Investigation of Rotational Effects on Heat Transfer Enhancement Due to Crossflow-Induced Swirl Using Transient Liquid Crystal Thermography." Journal of Thermal Science and Engineering Applications 10.3 (2018).
11. Li Yang, Sarwesh Narayan Parbat, Zheng Min, Minking K. Chyu. "Effect of topology on hybrid-linked jet impingement." International Journal of Heat and Mass Transfer 108 (2017): 671-679.
12. Li Yang, Zheng Min, Sarwesh Narayan Parbat, Minking K. Chyu. "Numerical optimizations of hybrid-linked jet impingement heat transfer based on the genetic algorithm." Numerical Heat Transfer, Part A: Applications 70.11 (2016): 1179-1194.
13. Li Yang, Zheng Min, Sarwesh Narayan Parbat, Minking K. Chyu. "Numerical investigation on hybrid-linked jet impingement heat transfer based on the response surface methodology." Numerical Heat Transfer, Part A: Applications 70.12 (2016): 1297-1312.
14. Li Yang, Phillips Ligrani, Jing Ren, Hongde Jiang. "Unsteady structure and development of a row of impingement jets, including Kelvin–Helmholtz vortex development." Journal of Fluids Engineering 137.5 (2015).
15. Li Yang, Yuzhe Li, Phillips Ligrani, Jig Ren, Hongde Jiang. "Unsteady heat transfer and flow structure of a row of laminar impingement jets, including vortex development." International Journal of Heat and Mass Transfer 88 (2015): 149-164.
16. Li Yang, Jing Ren, Hongde Jiang, Philips Ligrani. "Experimental and numerical investigation of unsteady impingement cooling within a blade leading edge passage." International Journal of Heat and Mass Transfer 71 (2014): 57-68.
17. Sarwesh Narayan Parbat, Li Yang*, Zheng Min, Minking K. Chyu. "Experimental and Numerical Analysis of Additively Manufactured Coupons With Parallel Channels and Inline Wall Jets." Journal of Turbomachinery 141.6 (2019).
18. Zheng Min, Gan Huang, S.N. Parbat, Li Yang*, Minking K. Chyu. "Experimental investigation on additively manufactured transpiration and film cooling structures." Journal of Turbomachinery 141.3 (2019).
19. Wei Chen, Zenan Yang, Li Yang*, Minking K. Chyu. "Numerical investigation of heat transfer and flow characteristics of supercritical CO2 in U-duct." Applied Thermal Engineering 144 (2018): 532-539.
Co-author publications:
20. Wandong Bai, Wei Chen, Li Yang, Minking K. Chyu. "Numerical investigation on heat transfer and pressure drop of pin-fin array under the influence of rib turbulators induced vortices." International Journal of Heat and Mass Transfer 129 (2019): 735-745.
21. Gan Huang, Zheng Min, Li Yang, Pei-Xue Jiang, Minking K Chyu. "Transpiration cooling for additive manufactured porous plates with partition walls." International Journal of Heat and Mass Transfer 124 (2018): 1076-1087.
22. Zheng Min, Sarwesh Narayan Parbat, Li Yang, Minking K. Chyu. "Fabrication and Characterization of Additive Manufactured Nickel-Based Oxide Dispersion Strengthened Coating Layer for High-Temperature Application." Journal of Engineering for Gas Turbines and Power 140.6 (2018).
23. Weihong Li, Li Yang, Xueying Li, Jing Ren and Hongde Jiang. "Effect of Reynolds Number, Hole Patterns, and Target Plate Thickness on the Cooling Performance of an Impinging Jet Array—Part II: Conjugate Heat Transfer Results and Optimization." Journal of Turbomachinery 139.10 (2017).
24. Weihong Li, Xueying Li, Li Yang, Jing Ren, Hongde Jiang and Phillip Ligrani. "Effect of Reynolds Number, Hole Patterns, and Hole Inclination on Cooling Performance of an Impinging Jet Array—Part I: Convective Heat Transfer Results and Optimization." Journal of Turbomachinery 139.4 (2017).
25. Weihong Li, Li Yang, Jing Ren, Hongde Jiang. "Effect of thermal boundary conditions and thermal conductivity on conjugate heat transfer performance in pin fin arrays." International Journal of Heat and Mass Transfer 95 (2016): 579-592.

CONFERENCE PRESENTATIONS
1. Li Yang, Qi Wang, Yu Rao, Modeling Superposition of Flat Plate Film Cooling under Complicated Conditions Using Recurrent Neural Networks, Proceedings of the ASME Turbo Expo 2020: Turbomachinery Technical Conference and Exposition. GT2020- 3189.
2. Li Yang, Yu Rao, "Predicting the Adiabatic Effectiveness of Effusion Cooling by the Convolution Modeling Method." Proceedings of the ASME Turbo Expo 2019: Turbomachinery Technical Conference and Exposition. Volume 5A: Heat Transfer. Phoenix, Arizona, USA. June 17–21, 2019. V05AT12A004 ASME. GT2019-90162
3. Parbat, Sarwesh, Yang, Li, Chyu, Minking, Siw, Sin Chien, and Lee, Ching-Pang. "Numerical Study of Heat Transfer in Novel Wavy Trailing Edge Design for Gas Turbine Airfoils." Proceedings of the ASME Turbo Expo 2019: Turbomachinery Technical Conference and Exposition. Volume 5A: Heat Transfer. Phoenix, Arizona, USA. June 17–21, 2019. V05AT10A007. ASME. GT2019-91123
4. Parbat, Sarwesh, Min, Zheng, Yang, Li, and Chyu, Minking. "Experimental and Numerical Analysis of Additively Manufactured Inconel 718 Coupons With Lattice Structure." Proceedings of the ASME Turbo Expo 2019: Turbomachinery Technical Conference and Exposition. Volume 5B: Heat Transfer. Phoenix, Arizona, USA. June 17–21, 2019. V05BT21A008. ASME. GT2019-91949
5. Min, Zheng, Parbat, Sarwesh Narayan, Yang, Li, and Chyu, Minking K. "Thermal-Fluid and Mechanical Investigations of Additively Manufactured Geometries for Transpiration Cooling." Proceedings of the ASME Turbo Expo 2019: Turbomachinery Technical Conference and Exposition. Volume 5B: Heat Transfer. Phoenix, Arizona, USA. June 17–21, 2019. V05BT21A007. ASME. GT2019-91583
6. Li Yang, Zheng Min, Sarwesh Narayan Parbat, Minking K Chyu, Effect of Pore Blockage on Transpiration Cooling With Additive Manufacturable Perforate Holes, ASME Turbo Expo, 2018, 2(D):GT2018-75310.
7. Li Yang, Weihong Li, Jing Ren, Minking K Chyu, Hongde Jiang. Influence of Topology on Heat Transfer in a Double Wall Cooling Channel: Potential of Series-Linked Jets, ASME Paper No. GT2016-56270.
8. Weihong Li, Xueying Li, Li Yang, Jing Ren, Hongde Jiang, Phillip Ligrani, Effect of Reynolds Number, Hole Patterns and Hole Inclination on Cooling Performance of an Impinging Jet Array: Part I -- Convective Heat Transfer Results and Optimization, ASME Paper No. GT2016-56205.
9. Weihong Li, Li Yang, Xueying Li, Jing Ren, Hongde Jiang, Effect of Reynolds Number, Hole Patterns, Target Plate Thickness on Cooling Performance of an Impinging Jet Array: Part II -- Conjugate Heat Transfer Results and Optimization, ASME Paper No. GT2016-56768.
10. Li Yang, Kartikeya Tyagi, Srinath Ekkad, Jing Ren, Influence of Rotation on Heat Transfer in a Two-pass Channel with Impingement under High Reynolds Number. Proceedings of the ASME Turbo Expo 2015, June 15-19, Montreal, Canada. ASME Paper GT2015- 42871.
11. Li Yang, P. M. Ligrani, Jing Ren, Hongde Jiang, Unsteady Structure and Development of a Row of Impingement Jets, including Shear Layer and Vortex Development, Part 1: Turbulent Jets. Proceedings of the ASME Turbo Expo 2015, June 15-19, Montreal, Canada. ASME Paper GT2015- 43070.
12. Li Yang, Jing Ren, Hongde Jiang, P. M. Ligrani, Unsteady Structure and Development of a Row of Impingement Jets, including Shear Layer and Vortex Development, Part 2: Laminar Jets. Proceedings of the ASME Turbo Expo 2015, June 15-19, Montreal, Canada. ASME Paper GT2015- 43074.
13. Li Yang, Weihong Li, Zhongran Chi, Jing Ren, Hongde Jiang, Effect of Corrugated Orifice and Pin-Fin on Multiple Array Impingement Cooling with Low Nozzle to Target Distance. Proceedings of the ASME Turbo Expo 2014, June 16-20, Dusseldorf, Germany. ASME Paper GT2014- 25494.
14. Weihong Li, Li Yang, Jing Ren, Hongde Jiang, Algebraic anisotropic eddy viscosity model for separated flows of internal cooling channels. Proceedings of the ASME Turbo Expo 2014, June 16-20, Dusseldorf, Germany. ASME Paper GT2014- 25591.
15. Li Yang, Rui Kan, Jing Ren, Hongde Jiang, Effect of Film Cooling Arrangement on Impingement Heat Transfer on Turbine Blade Leading Edge. Proceedings of the ASME Turbo Expo 2013, June 3-7, San Antonio, USA. ASME Paper GT2013- 95261.
16. Rui Kan; Li Yang; Jing Ren; Hongde Jiang, Effect of Rib Configuration and Lateral Ejection on a High Aspect Ratio Trailing Edge Channel. Proceedings of the ASME Turbo Expo 2013, June 3-7, San Antonio, USA. ASME Paper GT2013- 94549.

《工程学导论》，本科生，3学分, 48学时
《大数据分析》，本科生，2学分, 32学时

毕业生：
戴维：威尼斯娱人城官网 优秀毕业生

科创：
余柏呈等，威尼斯娱人城官网 十佳大创项目，国家级大创项目

一种基于扩散反扩散系统的自组织热沉结构设计方法
基于图像深度学习的气膜冷却预测及交互设计平台

Reviewer (2022-present), Engineering Applications of Artificial Intelligence
Reviewer (2018-present), ASME J. Heat Trans.
Reviewer (2017-present), Journal of Applied Thermal Engineering
Reviewer (2017-present), International Journal of Mechanical Sciences
Reviewer (2017-present), International Journal of Heat and Mass Transfer
Reviewer (2014-present), ASME J. Thermal Sci. Eng. Appl.
Reviewer (2014-present), International Journal of Thermal Sciences
Reviewer (2013-present), Fluid Dynamics and Material Processing