全职导师


任涛

职称:副教授,博导

邮箱:tao.ren@sjtu.edu.cn

地址:A-405

教育背景

2011.08-2015.05,加州大学Merced分校, 机械工程,博士

2008.09-2011.07,华中科技大学,热能工程,硕士

2004.09-2008.07,西安交通大学,热能与动力工程,学士

工作经历

2018.09-至今,      上海交通大学,中英国际低碳学院,副教授

2017.06-2018.05,加州大学Merced分校,助理项目科学家、讲师

2015.06-2017.05,加州大学Merced分校,博士后、讲师

研究方向

辐射换热

燃烧诊断(基于红外光谱和人工智能)

大气温室气体光学监测(基于卫星光谱和人工智能)

高温气体光谱学

多孔介质辐射换热

        常年招收硕、博研究生,对以上研究方向感兴趣者,欢迎邮件联系!

科研项目
  1. “湍流辐射交互作用对燃烧中热辐射光谱的影响研究,”上海市自然科学基金,2020/07-2023-06,负责人。
  2. “High-fidelity thermal radiation models and measurements for high-pressure reacting laminar and turbulent flows,” Air Force Office of Scientific Research, Participating researcher, 4/1/2010-3/31/2013, $439,184.
  3. “Radiation Tools for the Determination of Temperatures and Concentrations from Radiometric Measurements in Laminar and Turbulent Combustion Systems,” National Science Foundation, Leading researcher, 6/1/2010-5/31/2013, $325,000.
  4. “A General Solver Framework for Radiative Heat Transfer Models in Combustion Systems” CFDR Corporation (subcontract of Air Force Office of Scientific Research SBIR I), Leading researcher, 6/1/2014-2/28/2015, $50,000.
  5. “A General Solver Framework for Radiative Heat Transfer Models in Combustion Systems, CFDR Corporation (subcontract of Air Force Office of Scientific Research SBIR II), Leading researcher, 6/15/2015-6/14/2017, $352,029.
代表性论文专著

期刊

  1. T. Ren*, H. Li, M. F. Modest and C. Zhao. Efficient two-dimensional scalar fields reconstruction of laminar flames from infrared hyperspectral measurements with a machine learning approach. Journal of Quantitative Spectroscopy and Radiative Transfer, 271:107724, 2021

  2. C. Wang, M. F. Modest*, T. Ren, J. Cai and B. He. Comparison and refinement of the various full-spectrum k-distribution and spectral-line-based-weighted-sum-of-gray-gases models for nonhomogeneous media. Journal of Quantitative Spectroscopy and Radiative Transfer, 271:107695, 2021

  3. Y. Zhou, C. Wang, T. Ren* and C. Zhao. A machine learning based full-spectrum correlated k-distribution model for nonhomogeneous gas–soot mixtures. Journal of Quantitative Spectroscopy and Radiative Transfer, 268:107628, 2021

  4. Q. Wang, Z. Li, C. Li, H. Liu, and T. Ren*. A machine learning approach assisting soot radiation-based thermometry to recover complete flame temperature field in a laminar flameApplied Physics B: Lasers and Optics, 127: 36, 2021

  5. T. Ren, Y. Zhou, Q. Wang*, H. Liu*, Z. Li, and C. Zhao. Machine learning-assisted soot temperature and volume fraction fields predictions in the ethylene laminar diffusion flamesOptics Express. 29(2): 1678-1693, 2021

  6. Y. Zhou, C. Wang and T. Ren*A machine learning based efficient and compact full-spectrum correlated k-distribution modelJournal of Quantitative Spectroscopy and Radiative Transfer, 254:107199, 2020

  7. T. Ren*, M. F. Modest, A. Fateev, G. Sutton, W. Zhao, and F. Rusu. Machine Learning applied to retrieval of temperature and concentration distributions from infrared emission measurementsApplied Energy, 252, 113448, 2019

  8. T. Ren* and M. F. Modest. Line-by-line random-number database for photon Monte Carlo simulations of radiation in participating media. Journal of Heat Transfer, 141(2):022701, 2019

  9. C. Wang, B. He, M. F. Modest*, and T. Ren. Efficient full-spectrum correlated-k-distribution look-up table. Journal of Quantitative Spectroscopy and Radiative Transfer, 219:108–116, 2018

  10. T. Ren, M. F. Modest*, and D. C. Haworth. Simulating turbulence radiation interactions using the presumed probability density function method. International Journal of Heat and Mass Transfer, 121:911–923, 2018

  11. T. Ren, M. F. Modest*, and S. Roy. Monte Carlo simulation for radiative transfer in a high-pressure industrial gas turbine combustion chamber. Journal of Engineering for Gas Turbines and Power, 140(5):051503, 2018

  12. T. Ren and M. F. Modest*. Optical determination of temperature and concentrations of homogeneous turbulent gas mixtures. International Journal of Heat and Mass Transfer, 104:362–373, 2017

  13. T. Ren and M. F. Modest*. Optical determination of temperature and species concentration for homogeneous turbulent gas medium. International Journal of Heat and Mass Transfer, 90:1178–1187, 2015

  14. T. Ren and M. F. Modest*. Temperature profile inversion from carbon-dioxide spectral intensities through Tikhonov regularization. Journal of Thermophysics and Heat Transfer, 30(1):211–218, 2015

  15. T. Ren, M. F. Modest*, A. Fateev, and S. Clausen. An inverse radiation model for optical determination of temperature and species concentration: development and validation. Journal of Quantitative Spectroscopy and Radiative Transfer, 151(0):198–209, 2015

  16. T. Ren and M. F. Modest*. Hybrid wavenumber selection scheme for line-by-line photon Monte Carlo simulations in high-temperature gases. Journal of Heat Transfer, 135(8):084501–084501, 2013

  17. X. Y. Zhao*, D. C. Haworth, T. Ren, and M. F. Modest. A transported probability density function/photon Monte Carlo method for high-temperature oxy–natural gas combustion with spectral gas and wall radiation. Combustion Theory and Modelling, 17(2):354–381, 2013

  18. 张倚成,韩永康,周亚,任涛*,刘训臣. 基于机器学习对火焰温度场和CO2浓度场的同步重建[J]. 光学学报, 40(23): 2312003, 2020  

 

国际会议 

  1. T. Ren*, M. F. Modest. Reconstruction of Three-Dimensional Temperature and Concentration Fields of a Laminar Flame by Machine Learning. . In Paper No.IR 01, Athens, Greece, 2019. Proceedings of the 9th International Symposium on Radiative Transfer, RAD-19

  2. G. Wenjun, T. Ren, M. F. Modest*, S. Roy, and D. C. Haworth. Application of high-order spherical harmonics methods for radiative transfer in simulation of a turbulent jet flame. In ICHMT Digital Library Online, 2017

  3. T. Ren and M. F. Modest*. Line-by-Line Random-Number Database for Monte Carlo Simulations of Radiation in Combustion System. In ICHMT Digital Library Online, 2017

  4. T. Ren, M. F. Modest*, and S. Roy. Monte Carlo Simulation for Radiative Transfer in a High-Pressure Industrial Gas Turbine Combustion Chamber. In Paper No. HT2017-4819, page V001T02A003, Bellevue, Washington, 2017. Proceedings of the 2017 ASME Summer Heat Transfer Conference

  5. T. Ren and M. F. Modest*. Optical determination of temperature and concentrations for laminar and turbulent gas mixtures. In Paper No.RAD-16-33, Cappadocia, Turkey, 2016. Proceedings of the 8th International Symposium on Radiative Transfer, RAD-16

  6. T. Ren and M. F. Modest*. Optical determination of temperature and species concentration for homogeneous turbulent gas medium. In Paper No. TFESC-12546, New York City, USA, 2015. Proceedings of the 1st Thermal and Fluids Engineering Summer Conference, TFESC-1

  7. T. Ren and M. F. Modest*. Temperature profile inversion from CO2 spectral intensities through Levenberg-Marquardt optimization and Tikhonov regularization. In Paper No.1896725, Atlanta, GA, 2014. 11th AIAA/ASME Joint Thermophysics and Heat Transfer Conference

  8. T.  Ren, T. A. Reeder, and M. F. Modest*. An inverse radiation model for optical determination of temperature and CO2 concentration: development and validation. In Paper No. IMECE2013 64973, San Diego, CA, 2013. Proceedings of ASME 2013 International Mechanical Engineering Congress & Exposition

  9. T. Ren, T. A. Reeder, and M. F. Modest*. Investigation of optimal wavenumber range and resolution for determination of combustion gas temperature and concentration. In Paper No. HT2013-17503, Minneapolis, MN, 2013. Proceedings of the 2013 ASME Summer Heat Transfer Conference

  10. T. Ren and M. F. Modest*. Improved wavenumber selection scheme for line-by-line photon Monte Carlo simulations in combustion systems. In Paper No. HT2012-58366, Rio Grande, Puerto Rico, 2012. Proceedings of the 2012 ASME Summer Heat Transfer Conference

 

教学工作

        上海交通大学:          

         Advanced Heat Transfer(研究生), 48学时, 2019-今,春季学期

2020年春季学期录播课程视频:

Lecture1-Part1L1-P2L2-P1L2-P2L2-P3L2-P4L3-P1L3-P2L3-P3L3-P4L4-P1L4-P2L4-P3L5-P1L5-P2L5-P3L6-P1L6-P2L6-P3L6-P4L7-P1L7-P2L7-P3L7-P4L8-P1L8-P2L8-P3L8-P4L10-P1L10-P2L10-P3L11-P1L11-P2L12-P1L12-P2L12-P3L13-P1L13-P2L13-P3L14-P1L14-P2L14-P3L14-P4 L15-P1L15-P2L15-P3 ,L15-P4 

         加州大学Merced分校:          

         Fluid Mechanics(本科生), 48学时,2018 春季学期

         Heat Transfer(本科生), 48学时,2016, 2017 夏季学期

学术兼职

担任以下期刊审稿人: 

International Journal of Heat and Mass Transfer

Combustion and Flame

Applied Energy

Journal of Quantitative Spectroscopy and Radiative Heat Transfer

International Communications in Heat and Mass Transfer

Journal of Thermophysics and Heat Transfer

Journal of Heat Transfer

Journal of Propulsion and Power

Journal of Thermal Science and Engineering Applications