姚敏 助理研究员
邮箱：minyao@tsinghua.edu.cn
教育背景
2014-2019 牛津大学(University of Oxford)计算航空热力学 博士
2012-2014 韩国高等科学技术院(KAIST) 硕士
2010-2012 韩国高等科学技术院(KAIST) 本科交换
2008-2012 南京航空航天大学 本科
研究领域
航空发动机时空多尺度&宽速域流动传热高精度仿真方法；
基于人工智能的多尺度算法、数据驱动的气膜冷却主控参数降维机制；
基于时谱谐波平衡的非定常流固时间多尺度耦合传热机制；
冲击&气膜复合冷却优化、涡轮叶片流动损失优化研究
研究概况
面向航空发动机仿真设计及工业仿真软件等“卡脖子”问题，围绕航空发动机高精度仿真方法、机器学习驱动的多尺度算法、流固耦合传热机制、热端部件高效冷却等科学与工程问题，发展仿真精度高、数值耗散低和计算效率高的三维隐式高阶精度数值模拟方法，首次提出机器学习驱动的多尺度算法，发展非定常流固热时谱高效耦合方法及动态自适应时间步调控机制，建立机器学习驱动的气膜冷却主控参数降维优化机制以及复合冷却仿真的工程应用；研究成果发表在AIAA Journal、ASME Journal of Turbomachinery等AIAA、ASME系列权威期刊；曾在国际动力与推进大会、中国国际透平机械学术会议、两机基础科学前沿论坛围绕航空发动机高精度数值仿真方法的开发与应用作邀请报告；入选博士后国际交流计划引进项目，主持国家自然科学基金面上项目、青年科学基金 (C类)、博士后科学基金特别资助项目，参与科技部重点研发计划、KGJ软件专项等项目，开发流固耦合传热方法及活性子空间降维优化算法已作为软件模块集成至中国航发集团国产自主太行CAE仿真软件。
学术兼职
航空发动机期刊 青年编委
风机技术期刊 青年编委
Machines期刊 Special Issue Editor (2024-2026)
国际动力与推进大会: 数值模型分会负责人(2021)；传热-气膜冷却分会负责人、Review Track Chair(2023)；传热-内部冷却分会负责人、Review Track Chair(2024-2025)
中国国际透平机械学术会议CITC：Review Organizer(2022)
美国航空航天学会AIAA Senior Member
美国机械工程师学会ASME Member
奖励与荣誉
国际动力与推进学会 GPPS Early Career Award (2025)
国际动力与推进大会 最佳论文奖 (2023)
空天前沿大会 最佳论文奖 (2026)
清华大学优秀博士后入围奖 (2022)
学术成果
主持国家自然科学基金面上项目、青年科学基金项目（C类），博士后基金特别资助项目；以第一/通讯作者发表论文20余篇，著作1部，申请/授权国家发明专利/软著4项
1. Cai, F., Zhou, H., Yao, M.*, Ren, Z., Exploiting Active Subspace for Modeling Uncertainty and Optimization in Fan-Shaped Film Cooling Simulation, ASME Journal of Fluids Engineering, 148(6), 061501, 2026.
2. Xu, B., Chen, F., Mo, Y., Yao, M.*, Ren, Z., On Local Geometry-Based Source-Term Method and Optimization for Effusion Cooling in a Swirling Flow, AIAA Journal of Thermophysics and Heat Transfer, 2026.
3. Li, X., Cai, F., Chen, F., Mo, Y., Yao, M.*, Ren, Z., Impact of a Crossflow-to-Jet Velocity Ratio on Cooling Effectiveness for Shaped Holes, AIAA Journal of Thermophysics and Heat Transfer, 40(2), 478-494, 2026.
4. Cai, F.*, Zhou, H., Yao, M.*, Ren, Z., Film Cooling-Oriented Turbulence Modeling: Uncertainty Quantification and Optimization by Deep Active Subspace for Rounded Laidback Holes, Applied Thermal Engineering, 296, 130742, 2026.
5. Li, X., Cai, F., Xu, B., Yao, M.*, Machine Learning-Aided Exploration of Crossflow Effect on Cooling Effectiveness for Laidback Fan-Shaped Holes, Applied Thermal Engineering, 290, 130072, 2026.
6. Cai, F., Zhou, H., Chen, F., Yao, M.*, Ren, Z., Deep Active Subspace Method for Dominant Factor Exploration and Optimization in Fan-Shaped Film Cooling, International Journal of Heat and Mass Transfer, 239, 126559, 2025.
7. Cai, F., Zhou, H., Yao, M.*, Ren, Z., Active Subspace-Aided Global Sensitivity Analysis and Optimization of Turbulence Model Coefficients for Film Cooling Simulations, Applied Thermal Engineering, 270, 126157, 2025.
8. Lu, Y., Zhou, H., Yao, M.*, Ren, Z., Enhanced Physics-Informed Neural Networks Using Adaptive Residual Weighting for Flow Simulations, Proceedings of the GPPS Technical Conference, GPPS-2025-0165, 2025.
9. Yao, M.*, Chen, C., On Machine-Learning-Aided Two-Scale Solution for Turbulent Fluid Flows, AIAA Journal, 62(4), 1390-1399, 2024.
10. Cai, F., Zhou, H., Chen, F., Yao, M.*, Ren, Z., Deep Learning-Aided Active Subspace Exploration of Free-Stream Effects for Fan-Shaped Film Cooling, Physics of Fluids, 36(9), 095136, 2024.
11. Cai, F., Zhou, H., Yao, M.*, Ren, Z., An Accelerated Time-scale Decomposition Algorithm for Transient Thermal Fluid-solid Coupled Simulations in Multi-medium Systems, International Journal of Heat and Fluid Flow, 107, 109364, 2024.
12. Cai, F., Zhang, L., Zhou, H., Yao, M.*, Ren, Z., An Adaptive Fluid-Solid Coupling Time Step Control Algorithm for Unsteady Conjugate Heat Transfer, Proceedings of the Institution of Mechanical Engineers, Part C: Journal of Mechanical Engineering Science, 238(16), 8515-8530, 2024.
13. Cai, F., Zhou, H., Yao, M.*, Ren, Z., A Mean-Fluctuation Decomposition Scheme to Accelerate the Simulation of Unsteady Conjugate Heat Transfer, Proceedings of the GPPS Technical Conference, GPPS-2023-0167, 2023. (Best Student Paper Award)
14. Wei, J., Yao, M., Zhang, J., Ren, Z., Statistics and Dynamics of Instantaneous Leading Point in Nonpremixed Bluff-Body Flames, AIAA Journal, 60(5), 3324-3336, 2022.
15. Xie, Q., Liu, Y., Yao, M., Zhou, H., Ren, Z., A Fully Coupled, Fully Implicit Simulation Method for Unsteady Flames Using Jacobian Approximation and Clustering, Combustion and Flame, 245, 112362, 2022.
16. Zhang, L., Li, S., Yao, M., Zhou, H., Ren, Z., Analysis of Operating Limits and Combustion State Regulation for Low-Calorific Value Gases in Industrial Burners, International Journal of Hydrogen Energy, 47(2), 1306-1318, 2022.
17. Yao, M.*, He, L., Implicit Discontinuous Galerkin Solution on Unstructured Mesh for Turbine Blade Secondary Flow, ASME Journal of Turbomachinery, 142(1), 011004, 2020.
