2010.09-2015.07    清華大學(xué) 能源與動(dòng)力工程系    工學(xué)博士
2006.09-2010.07    清華大學(xué) 能源與動(dòng)力工程系    工學(xué)學(xué)士

2025.01-至今            上海交通大學(xué)        長(zhǎng)聘副教授

2021.01-2024.12     上海交通大學(xué)        長(zhǎng)聘教軌副教授

2018.07-2020.12     上海交通大學(xué)        助理教授
2015.11-2018.06      匹茲堡大學(xué)           博士后

傳熱問(wèn)題的人工智能和優(yōu)化理論：
（1）傳熱的深度學(xué)習(xí)與智能預(yù)測(cè)方法
（2）物理場(chǎng)空間推演與智能反演方法
（3）熱布局強(qiáng)化學(xué)習(xí)與幾何先驗(yàn)方法

復(fù)雜拓?fù)浣Y(jié)構(gòu)與金屬增材制造技術(shù)：
（1）自組織仿生及其流動(dòng)傳熱機(jī)理

（2）非嵌入式多目標(biāo)拓?fù)鋬?yōu)化方法

（3）航發(fā)燃機(jī)熱端部件冷卻

（4）高效緊湊式換熱器

歡迎對(duì)人工智能、拓?fù)鋬?yōu)化、仿生學(xué)、3D打印和傳熱學(xué)感興趣的同學(xué)報(bào)考：博士（要求數(shù)學(xué)基礎(chǔ)良好）、碩博連讀、專業(yè)碩士。

***2026年繼續(xù)招募1名系統(tǒng)仿真與人工智能方向博士，秋季入學(xué)。（歡迎聯(lián)系，申請(qǐng)材料請(qǐng)包含簡(jiǎn)歷和研究陳述）

***2027年博士需求為：人工智能+傳熱方向。（2027級(jí)直博意向的同學(xué)請(qǐng)?zhí)崆奥?lián)系）
歡迎相關(guān)領(lǐng)域的博士畢業(yè)生加入課題組展開博士后研究。

研究案例視頻：見亮點(diǎn)工作。

領(lǐng)域兼職：

教育部重點(diǎn)領(lǐng)域協(xié)作組（重燃領(lǐng)域）專家

中國(guó)航空學(xué)會(huì)流控與熱管理分會(huì)青年委員

期刊編委：
Propulsion and Energy，青年編委
Aerospace，客座編委

期刊審稿人：
Reviewer (2023-present), Energy Conversion and Management
Reviewer (2022-present), Physics of Fluid
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

縱向科研項(xiàng)目：
1. 渦輪葉片冷卻結(jié)構(gòu)的自組織拓?fù)湔{(diào)控及流動(dòng)傳熱機(jī)理研究, 國(guó)家自然科學(xué)基金委員會(huì)面上項(xiàng)目, 2024-2027, 主持
2. 基于增材制造和機(jī)器學(xué)習(xí)的非規(guī)則發(fā)散冷卻的傳熱機(jī)制和建模方法研究, 國(guó)家自然科學(xué)基金委員會(huì)青年科學(xué)基金項(xiàng)目, 2020-2022, 主持
3. 先進(jìn)冷卻技術(shù)與燃?xì)廨啓C(jī)性能中德合作研究小組, 國(guó)家自然科學(xué)基金委員會(huì)國(guó)際（地區(qū)）合作與交流項(xiàng)目, 2020-2023, 主參排2
4. 渦輪葉片肋壁-氣膜耦合流動(dòng)換熱特性研究, 國(guó)家重點(diǎn)實(shí)驗(yàn)室開放基金, 2021-2022, 主持
5. 渦輪相關(guān)機(jī)理研究, 2023-2026, 主參排2
6. 渦輪葉片相關(guān)設(shè)計(jì)平臺(tái)研究, 2024-2025, 交大負(fù)責(zé)
7. 換熱結(jié)構(gòu)相關(guān)拓?fù)鋬?yōu)化研究, 2024-2025, 交大負(fù)責(zé)
8. 渦輪葉片相關(guān)創(chuàng)成式方法研究, 2023-2024, 交大負(fù)責(zé)
9. 基于可編程自組織幾何體的高效散熱機(jī)制研究, 上海市科學(xué)技術(shù)委員會(huì)自然科學(xué)基金, 2022-2025, 主持
10. 基于增材制造的航空發(fā)動(dòng)機(jī)熱端部件非規(guī)則發(fā)散冷卻機(jī)理研究和性能優(yōu)化, 上海市科學(xué)技術(shù)委員會(huì)青年科技英才揚(yáng)帆計(jì)劃, 2019-2022, 主持

企業(yè)/院所橫向項(xiàng)目：

11. 渦輪葉片相關(guān)優(yōu)化方法研究，中國(guó)航發(fā)沈陽(yáng)發(fā)動(dòng)機(jī)研究所, 2025-2025, 主持

12. 物理智能降階相關(guān)研究，深圳天洑軟件有限公司, 2025-2026, 主持

13. 燃燒室相關(guān)研究, 中國(guó)航空發(fā)動(dòng)機(jī)研究院, 2023-2023, 主持
14. 失控井周溫度場(chǎng)機(jī)理研究, 中國(guó)石油集團(tuán)井控應(yīng)急救援響應(yīng)中心, 2023-2023, 主持
15. 渦輪葉片相關(guān)優(yōu)化方法研究, 解放軍某部隊(duì), 2021-2022, 主持
16. 渦輪葉片相關(guān)流熱機(jī)理研究, 中國(guó)航發(fā)沈陽(yáng)發(fā)動(dòng)機(jī)研究所，2020-2020, 主參排2
17. 船舶仿真分布式信息代理模型, 南京天洑軟件有限公司, 2020-2021, 主持
18. 電機(jī)線圈端部快速仿真代理模型, 華為技術(shù)有限公司, 2019-2020, 主持

其他參與課題：
19. 2017-2018, 美國(guó)能源部項(xiàng)目-大學(xué)渦輪系統(tǒng)研究，Integrated Transpiration and Lattice Cooling Systems Developed by Additive Manufacturing with Oxide-Dispersion Strengthened Alloys, (DE- FE0031277),
20. 2015-2018, 美國(guó)能源部項(xiàng)目-大學(xué)渦輪系統(tǒng)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:
2024年
1. Kaibin Hu, Shenquan Zhong, Zhiyuan Tan, Li Yang*, Yu Rao. "Topologic-thermal Synergism Analysis for Wedge-shaped Channels Leveraging Data Mining and Self-organization Geometries." Applied Thermal Engineering 257 (2024):124289.
2. Shengquan Zhong, Jingnan Li, Kaibin Hu, Xiaobo Wang, Li Yang*. "Experimental and Numerical Investigation of Heat Sinks Constructed by Anisotropic 3-D Turing Patterns." International Journal of Heat and Mass Transfer 233 (2024):126024.
3. Kaibin Hu, Xiaobo Wang, Shengquan Zhong, Cheng Lu, Bocheng Yu, Li Yang*, Yu Rao. "Optimization of Turbine Blade Trailing Edge Cooling Using Self-Organized Geometries and Multi-Objective Approaches." Energy 289 (2024):130013.
4. Qi Wang, Jian Lou, Yang Li, Li Yang*. "Meta-Fourier Neural Operators for Multi-Task Modeling of Film Cooling in Gas Turbine Endwalls." Engineering Applications of Artificial Intelligence 131 (2024):107858.
2023年
5. Hongqian Yu, Jian Lou, Han Liu, Zhiwei Chu, Qi Wang, Li Yang, Yu Rao. "A transfer learning method to assimilate numerical data with experimental data for effusion cooling." Applied Thermal Engineering. 224(2023):120075.
6. Yu, Bocheng, Zijie Lu, Binyan Wang, Xinxing Wang, Jian Lou, Li Yang, and Weihong Li. "A Bioinspired Programmable Self-Organization Approach for Designing Additively Manufactured Heat Sinks." Energy Conversion and Management 286 (2023).
7. Wang, Qi, Yang Li, Jian Lou, Li Yang. "A Decision-Making Design Approach to Optimize the Hole Arrangement of Effusion Cooling Plates under Non-Uniform Heat Load Conditions." Applied Thermal Engineering 235 (2023).
8. Li, Jingnan, Li Yang. "Recent Development of Heat Sink and Related Design Methods." Energies 16, no. 20 (2023).
9. Hu, Kaibin, Cheng Lu, Bocheng Yu, Li Yang, Yu Rao. "Optimization of Bionic Heat Sinks with Self-Organized Structures Inspired by Termite Nest Morphologies." International Journal of Heat and Mass Transfer 202 (2023).
2022年
10. Wang Qi, Yang Li, Huang Kang. “Fast prediction and sensitivity analysis of gas turbine cooling performance using supervised learning approaches.” Energy. 246(2022):123373.
11. Wang Qi, Zhou Weiwei, Yang Li, Huang Kang. “Comparison between conventional and deep learning-based surrogate models in predicting convective heat transfer performance of U-bend channels.” Energy and AI. 8(2022):100140.
12. Li Yang, Qi Wang, and Yu Rao. "An Iterative Neural Operator to Predict the Thermo-Fluid Information in Internal Cooling Channels." Journal of Turbomachinery 144, no. 12 (2022).
2021年
13. 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.
14. 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.
15. 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.
2020年
16. 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.
17. Parbat, Sarwesh, Zheng Min, Li Yang, Minking Chyu. "Experimental and Numerical Analysis of Additively Manufactured Inconel 718 Coupons with Lattice Structure." Journal of Turbomachinery 142, no. 6 (2020).
2019年
18. 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.
19. 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.
20. 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).
21. 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).
22. 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.
2018年
23. 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.
24. 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).
25. Chen, Wei, Zenan Yang, Li Yang, and Minking K. Chyu. "Numerical Investigation of Heat Transfer and Flow Characteristics of Supercritical Co2 in U-Duct." Applied Thermal Engineering 144 (2018): 532-39.
26. 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).
2017年
27. 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.
2016年
28. 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.
29. 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.
2015年
30. 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).
31. 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.

Co-author publications:
2023年
1. Rao, Yu, Yuan Li, Yuyang Liu, and Li Yang. "Experimental and Numerical Studies on Enhanced Effusion Cooling with Shallowly Dimpled Film Holes on Double-Wall Structure Surface." International Journal of Heat and Fluid Flow 101 (2023).
2022年
1. Yeranee, Kirttayoth, Yu Rao, Li Yang, and Hao Li. "Improved Thermal Performance of a Serpentine Cooling Channel by Topology Optimization Infilled with Triply Periodic Minimal Surfaces." Energies 15, no. 23 (2022).
2. Yeranee, Kirttayoth, Yu Rao, Li Yang, and Hao Li. "Enhanced Thermal Performance of a Pin-Fin Cooling Channel for Gas Turbine Blade by Density-Based Topology Optimization." International Journal of Thermal Sciences 181 (2022).
2021年
3. Liu, Yuyang, Yu Rao, Li Yang, Yamin Xu, Alexandros Terzis. "Flow and Heat Transfer Characteristics of Double-Wall Cooling with Multi-Row Short Film Cooling Hole Arrangements." International Journal of Thermal Sciences 165 (2021).
4. Luo, Jiahao, Yu Rao, Li Yang, Mingyang Yang, Hang Su. "Computational Analysis of Turbulent Flow and Heat Transfer in Latticework Cooling Structures under Various Flow Configurations." International Journal of Thermal Sciences 164 (2021).
2020年
5. Liu, Yuyang, Yu Rao, Li Yang. "Numerical Simulations of a Double-Wall Cooling with Internal Jet Impingement and External Hexagonal Arrangement of Film Cooling Holes." International Journal of Thermal Sciences 153 (2020).
2018年
6. 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.

中文期刊
1. 汪奇,楊力,饒宇.深度學(xué)習(xí)方法在渦輪冷卻中的應(yīng)用綜述[J].工程熱物理學(xué)報(bào),2022,43(03):656-662.
2. 周煒瑋,汪奇,楊力等.物理啟發(fā)的深度學(xué)習(xí)模型及其在熱端部件散熱中的應(yīng)用[J].推進(jìn)技術(shù),2022,43(10):265-273.
3. 周煒瑋;汪奇;楊力;黃康. "物理啟發(fā)的深度學(xué)習(xí)模型及其在熱端部件散熱中的應(yīng)用." 推進(jìn)技術(shù) 43.10(2022):265-273.
4. 羅稼昊,饒宇,楊力.不同流動(dòng)配置下渦輪葉片交錯(cuò)肋冷卻流動(dòng)傳熱特性數(shù)值模擬[J].推進(jìn)技術(shù),2021,42(12):2789-2798.
5. 戴維, 楊力,and 饒宇."基于生成對(duì)抗網(wǎng)絡(luò)的渦輪端壁氣膜冷卻建模方法." 工程熱物理學(xué)報(bào) 41.10(2020):2420-2424.

1. 一種基于擴(kuò)散反擴(kuò)散系統(tǒng)的自組織熱沉結(jié)構(gòu)設(shè)計(jì)方法
2. 基于圖像深度學(xué)習(xí)的氣膜冷卻預(yù)測(cè)及交互設(shè)計(jì)平臺(tái)