工作部门：智能无人系统技术系
马润，男，博士，副教授，硕士生导师，自动化与信息工程学院教师。主要从事卫星云遥感、地表太阳辐射、人工智能等方面的教学与科研工作。近年来，主持国家自然科学青年基金1项、四川省自然科学青年基金1项、横向等多项，参与国家重点研发计划、科技部第二次青藏高原科考、国家自然科学面上基金等多项国家级项目。在国内外重要期刊发表学术论文20余篇，授权专利10余项。邮箱：marun@suse.edu.cn。
【研究方向】
l 卫星定量云遥感
l 长短波辐射、太阳能资源短临预报
l 自动目标识别、人工智能应用
【主要经历】
l 2025-12 至今，四川轻化工大学，自动化与信息工程学院，副教授
l 2023-07 至 2025-12，四川轻化工大学，自动化与信息工程学院，讲师
l 2019-09 至 2023-06, 中国科学院空天信息创新研究院，地图学与地理信息系统，博士
l 2016-09 至 2019-06, 中国科学院空天信息创新研究院，电子与通信工程，硕士
l 2012-09 至 2016-06, 成都信息工程大学，遥感科学与技术，学士
【科研项目】
1. 国家自然科学基金委员会，青年科学基金，《基于新一代静止卫星高时空分辨率太阳辐射短临预报研究》，2025-01-01 至 2027-12-31，主持
2. 四川省科技厅，青年科学基金，《基于新一代静止卫星的四川省太阳辐射估算技术研究》，2024-01-01 至 2025-12-31，主持
3. 中国科学院空天信息创新研究院，横向，《太阳能资源卫星监测评估关键技术研发》，2025-01-25 至 2026-12-31，主持
4. 四川轻化工大学教改项目，教改，JG-25093，《人工智能赋能自动目标识别教育新场景探索与实践》，2025-06至 2027-06，主持
5. 国家自然科学基金委员会，面上项目，《云均一性假设在多角度偏振载荷水云特性反演中的不确定性研究》，2022-01-01 至 2025-12-31，参与
6. 科技部，国家重点研发计划，《全球能量循环和水循环关键参数的立体观测与遥感反演》，2018-09 至 2023-09，参与
7. 国家自然科学基金委员会，重大研究计划，《青藏高原及周边大气水循环过程多尺度变化特征及其天气气候效应》，2019-01-01 至 2022-12-31，参与
8. 科技部，《青藏二次科考亚洲水塔区水循环动态监测与模拟》，2019-11 至 2022-10，参与
9. 国家自然科学基金委员会，面上项目，《中国区域冰晶散射建模及冰云反演研究》，2018-01-01 至 2021-12-31，参与
【科研论文】
1. Ma R, Letu H, Wang S, Chen M. Estimation of solar radiation and its direct and diffuse components from the FY-4A based on transfer learning method[J]. Journal of Remote Sensing, 2026: remotesensing.1044.
2. Ma R, Letu H. Cloud, Atmospheric Radiation and Renewal Energy Application (CARE) Version 1.2 shortwave cloud radiative forcing from Himawari-8 and FY-4A: Algorithm Development and Preliminary Validation[J]. IEEE Transactions on Geoscience and Remote Sensing, 2026, 64.
3. Letu H, Shang H, Ma R, Shi C, Nakajima T Y, Ishimoto H, Riedi J, Wei L, Xu R, Ji D, Sun Q, Bilige S, Wang T, An N, Bao F, Lei Y, Wang H, Wang W, Xu J, Wang Z, Bao S, Baran A J, Feng J, Chen L, Shi J, Nakajima T, Shi G. CARE: a next-generation high resolution cloud and radiation remote sensing product and its earth system applications[J]. Science Bulletin, 2026: S2095927326002033.
4. Shi C, Letu H, Nakajima T Y, Nakajima T, Wei L, Xu R, Lu F, Riedi J, Ichii K, Zeng J, Shang H, Ma R, Yin S, Shi J, Baran A J, Xu J, Li A, Tana G, Wang W, Na Q, Sun Q, Yang W, Chen L, Shi G. Near-global monitoring of surface solar radiation through the construction of a geostationary satellite network observation system[J]. The Innovation, 2025, 6(5): 100876.
5. Wang S, Huang G, Dai T, Cao J, Husi L, Ma R, Li C. Investigating the role of aerosol wet scavenging on global horizontal irradiance simulation in the WRF-chem-solar model[J]. Applied Energy, 2025, 396: 126062.
6. Wang S, Huang G, Dai T, Xia X, Husi L, Ma R, Li C. Online-coupled aerosol effects on cloud microphysics and surface solar irradiance in WRF-solar[J]. Remote Sensing, 2025, 17(16): 2829.
7. Shang H, Letu H, Wei L, Ma R, Wang Y, Cai Z, Yin S, Shi C. Remote sensing of liquid cloud profiles based on an analytical cloud profiling model[J]. Science China Earth Sciences, 2025, 68(4): 998-1012.
8. Li Z, Zhao N, Zhang H, Wei Y, Chen Y, Ma R. Research on High Spatiotemporal Resolution of XCO2 in Sichuan Province Based on Stacking Ensemble Learning[J]. Sustainability, 2025, 17(8): 3433.
9. Tang C, Shi C, Letu H, Yin S, Nakajima T, Sekiguchi M, Xu J, Zhao M, Ma R, Wang W. Development of a hybrid algorithm for the simultaneous retrieval of aerosol optical thickness and fine-mode fraction from multispectral satellite observation combining radiative transfer and transfer learning approaches[J]. Remote Sensing of Environment, 2025, 319: 114619.
10. Tao Y, Peng N, Fan W, Xihan M, Letu H, Ma R, Yang S, He Q, Zhai D, Ren H. High Spatiotemporal Resolution Vegetation FAPAR Estimation from Sentinel-2 Based on the Spectral Invariant Theory[J]. Science of Remote Sensing, 2025: 100207.
11. Chen J, Shi C, Zhao B, Yin S, Tang C, Letu H, Xu J, Ma R. Assessment of Ocean Color Products From the New Generation Himawari-8 AHI Geostationary Satellite and Its Application in the Calculation of the Photosynthetically Active Radiation[J]. IEEE Transactions on Geoscience and Remote Sensing, 2024, 62: 1-13.
12. 马润, 胡斯勒图. CARE产品：云微物理和短波辐射强迫算法及应用[J]. 遥感学报, 2024, 28(9): 2320-2334.
13. Mao H, Wang C, He Y, Song X, Ma R, Li R, Duan Z. Advancing SWAT Model Calibration: A U-NSGA-III-Based Framework for Multi-Objective Optimization[J]. Water, 2024, 16(21).
14. Tana G, Ri X, Shi C, Ma R, Letu H, Xu J, Shi J. Retrieval of cloud microphysical properties from Himawari-8/AHI infrared channels and its application in surface shortwave downward radiation estimation in the sun glint region[J]. Remote Sensing of Environment, 2023, 290: 113548.
15. Letu H, Ma R, Nakajima T Y, Shi C, Hashimoto M, Nagao T M, Baran A J, Nakajima T, Xu J, Wang T, Tana G, Bilige S, Shang H, Chen L, Ji D, Lei Y, Wei L, Zhang P, Li J, Li L, Zheng Y, Khatri P, Shi J. Surface Solar Radiation Compositions Observed from Himawari-8/9 and Fengyun-4 Series[J]. Bulletin of the American Meteorological Society, 2023, 104(10): E1772-E1789.
16. Tang C, Shi C, Letu H, Ma R, Yoshida M, Kikuchi M, Xu J, Li N, Zhao M, Chen L, Shi G. Evaluation and uncertainty analysis of Himawari-8 hourly aerosol product version 3.1 and its influence on surface solar radiation before and during the COVID-19 outbreak[J]. Science of The Total Environment, 2023, 892: 164456.
17. Ana R, Ma R, Shang H, Xu J, Tana G, Shi C, He J, Bao Y, Chen L, Letu H. Influence of multilayer cloud characteristics on cloud retrieval and estimation of surface downward shortwave radiation[J]. Frontiers in Environmental Science, 2022, 10: 857414.
18. Letu H, Nakajima T Y, Wang T, Shang H, Ma R, Yang K, Baran A J, Riedi J, Ishimoto H, Yoshida M, Shi C, Khatri P, Du Y, Chen L, Shi J. A new benchmark for surface radiation products over the East Asia-Pacific region retrieved from the Himawari-8/AHI next-generation geostationary satellite[J]. Bulletin of the American Meteorological Society, 2021, 103(3): E873-E888.
19. 伟乐斯, 尚华哲, 胡斯勒图, 马润, 胡大海, 朝克夫, 司福祺, 施建成. GF-5 DPC数据的云检测方法研究[J]. 遥感学报, 2021, 25(10): 2053-2066.
20. Letu H, Yang K, Nakajima T Y, Ishimoto H, Nagao T M, Riedi J, Baran A J, Ma R, Wang T, Shang H, Khatri P, Chen L, Shi C, Shi J. High-resolution retrieval of cloud microphysical properties and surface solar radiation using Himawari-8/AHI next-generation geostationary satellite[J]. Remote Sensing of Environment, 2020, 239: 111583.
21. Ma R, Letu H, Yang K, Wang T, Shi Chong, Xu J, Shi J, Shi Chunxiang, Chen L. Estimation of Surface Shortwave Radiation From Himawari-8 Satellite Data Based on a Combination of Radiative Transfer and Deep Neural Network[J]. IEEE Transactions on Geoscience and Remote Sensing, 2020, 58(8): 5304-5316.
22. Shang H, Letu H, Chen L, Riedi J, Ma R, Wei L, Labonnote L C, Hioki S, Liu C, Wang Z, Wang J. Cloud thermodynamic phase detection using a directional polarimetric camera (DPC)[J]. Journal of Quantitative Spectroscopy and Radiative Transfer, 2020, 253: 107179.
23. 马润, 胡斯勒图, 尚华哲, 阿娜日, 赫杰, 韩旭, 王子明. 基于葵花-8卫星大气产品的地表下行短波辐射计算[J]. 遥感学报, 2019, 23(5): 924-934.
24. Shang H, Letu H, Bréon F M, Riedi J, Ma R, Wang Ziming, Nakajima T Y, Wang Zhongting, Chen L. An improved algorithm of cloud droplet size distribution from POLDER polarized measurements[J]. Remote Sensing of Environment, 2019, 228: 61-74.
25. Shang H, Letu H, Pan X, Wang Z, Ma R, Liu C, Dai T, Li S, Chen L, Chen C, Hu Q. Diurnal haze variations over the North China plain using measurements from Himawari-8/AHI[J]. Atmospheric Environment, 2019, 210: 100-109.
26. Wang Z, Letu H, Shang H, Zhao C, Li J, Ma R. A Supercooled Water Cloud Detection Algorithm Using Himawari‐8 Satellite Measurements[J]. Journal of Geophysical Research: Atmospheres, 2019, 124(5): 2724-2738.
27. Shang H, Letu H, Nakajima T Y, Wang Z, Ma R, Wang T, Lei Y, Ji D, Li S, Shi J. Diurnal cycle and seasonal variation of cloud cover over the Tibetan Plateau as determined from Himawari-8 new-generation geostationary satellite data[J]. Scientific Reports, 2018, 8(1): 1105.
【学术交流】
1. 中国科学院空天信息创新研究院遥感与数字地球全国重点实验室学术交流，2026.02.04-05，北京
2. 《第三届CARE云遥感和大气辐射研讨会》，2025.08.17-20，兰州
3. 《第六届地质、测绘与遥感国际学术会议》，2025.04.25-27，武汉，摘要题目《Retrieval of Surface Solar Radiation in Sichuan Province from Himawari-8 measurements》
【主讲课程】
本科：《人工智能基础》、《自动目标识别理论》、《航拍图像处理》（微课）
【硕士生指导】
2024级：余朋、朱宇
2025级：袁川东、侍中元（中国科学院空天信息创新研究院联合培养）
【其他】
1. 四川轻化工大学学报（自然科学版），第一届青年编委，2025年
2. 中国科学院大学朱李月华优秀博士奖学金，2022年
3. 遥感学报优秀论文，基于葵花-8卫星大气产品的地表下行短波辐射计算，2021年
4. 风云算法大赛团体荣誉证书，一种高程辅助和动态阈值的云霾同时识别方法，2020年
