基本信息
范萌      中国科学院空天信息创新研究院
电子邮件: fanmeng@aircas.ac.cn
通信地址: Beijing
邮政编码: 100101

研究领域

大气环境遥感

招生信息

招收硕士研究生1名。

招生方向
气溶胶遥感探测;野火遥感探测;大气环境遥感应用;卫星大数据;大气辐射传输

教育背景

2009-09--2014-06   中国科学院大学   博士
2005-09--2009-06   山东科技大学   学士

工作经历

   
工作简历
2020-12~现在, 中国科学院空天信息创新研究院, 副研究员
2019-07~2020-12,中国科学院空天信息创新研究院, 助理研究员
2015-02~2015-08,美国史蒂芬斯理工学院, 访问学者
2014-07~2019-06,中国科学院遥感与数字地球研究所, 助理研究员

出版信息

   
发表论文
(1) Daily seamless reconstruction of aerosol optical depth product from a single satellite data source using the novel stream method, Geo-spatial Information Science, 2026, 第 4 作者
(2) 新一代碳监测卫星技术的挑战与发展趋势, 亚热带资源与环境学报, 2026, 第 1 作者
(3) MHNet: A hybrid network for high-resolution remote sensing image semantic segmentation based on multiscale feature fusion, Digital Signal Processing, 2026, 第 3 作者  通讯作者
(4) A Multi-Wavelength Deep Neural Network Framework for Synergistic Retrieval of AOD, FMF, and AAOD from TROPOMI, Remote Sensing, 2026, 第 2 作者  通讯作者
(5) Gap-Filling XCO2 Variability: A Conditional Framework to Estimate XCO2 in Data-Sparse Regions Using Dense TROPOMI NO2 Observations over China, Environmental Research, 2026, 第 2 作者
(6) Ecosystem climate sensitivities drive the divergence in aerosol-induced carbon uptake across CMIP6 models, Geoscientific Model Development, 2026, 第 2 作者  通讯作者
(7)  Spatiotemporal estimation of daily surface NO2 concentrations over China from 2019 to 2024 based on TROPOMI data and MAPST-Net model, Atmospheric Environment, 2026, 第 3 作者  通讯作者
(8) MPSUNet: a deep learning-based segmentation framework for methane plume detection with space-based hyperspectral and multispectral imagery, IEEE Transactions on Geoscience and Remote Sensing, 2025, 第 2 作者  通讯作者
(9) An Improved Aerosol Retrieval Algorithm for FY-4A/AGRI Data Based on the GRASP Framework, IEEE Transactions on Geoscience and Remote Sensing, 2025, 第 2 作者  通讯作者
(10) Adaptive graph-generating jump network for air quality prediction based on improved graph convolutional network, Atmospheric Pollution Research, 2025, 第 3 作者  通讯作者
(11) An Effective Quantification of Methane Point-Source Emissions with the Multi-Level Matched Filter from Hyperspectral Imagery, Remote Sensing, 2025, 第 5 作者
(12) High-resolution mapping of NO2 population exposure in China from satellite observations, Environmental Development, 2025, 第 4 作者
(13) The impact of anthropogenic emissions sectors on the weekly cycle of ambient NO2 across China, Environmental Technology & Innovation, 2025, 第 7 作者
(14) Limitations of Polar-Orbiting Satellite Observations in Capturing the Diurnal Variability of Tropospheric NO2: A Case Study Using TROPOMI, GOME-2C, and Pandora Data, Remote Sensing, 2025, 第 4 作者
(15)  Triple-Platform Validation of TROPOMI v2. 4 NO2 Retrievals: Quantifying Surface Albedo-Driven Changes Across Monsoon-Vegetation Regimes, Environmental Research, 2025, 第 3 作者
(16) Estimating daily surface O3 concentrations in China from 2005 to 2023 based on the STMO3Net model, Atmospheric Pollution Research, 2025, 第 3 作者  通讯作者
(17) 下一代碳卫星方案及指标体系论证技术研究, 遥感学报, 2025, 第 1 作者
(18) Comparison of FNR and GNR Based on TROPOMI Satellite Data for Ozone Sensitivity Analysis in Chinese Urban Agglomerations, Remote Sensing, 2025, 
(19) Retrieval of CrIS Tropospheric Ozone Profiles Constrained by OMPS Total Column Measurements, IEEE Transactions on Geoscience and Remote Sensing, 2025, 第 4 作者
(20) An Improved Hybrid GC-LSTM Framework for Hourly Nowcasting of Ground-Level NO2 Concentrations over Beijing-Tianjin-Hebei Region, IEEE Transactions on Geoscience and Remote Sensing, 2024, 第 2 作者  通讯作者
(21) Estimating 1-km PM2. 5 concentrations based on a novel spatiotemporal parallel network STMSPNet in the Beijing-Tianjin-Hebei region, Atmospheric Environment, 2024, 第 3 作者  通讯作者
(22) Attention-Enhanced Urban Fugitive Dust Source Segmentation in High-Resolution Remote Sensing Images, Remote Sensing, 2024, 第 4 作者
(23) Fine particulate matter concentration prediction based on hybrid convolutional network with aggregated local and global spatiotemporal information: A case study in Beijing and Chongqing, Atmospheric Environment, 2024, 第 3 作者  通讯作者
(24) Light absorption properties and source contributions of black and brown carbon in Guangxi, southern China, Atmospheric Research, 2024, 第 2 作者  通讯作者
(25) Methane Retrieval from Hyperspectral Infrared Atmospheric Sounder on FY3D, Remote Sensing, 2024, 第 3 作者
(26) Impacts of Spatial Resolution and XCO2 Precision on Satellite Capability for CO2 Plumes Detection, Sensors, 2024, 第 2 作者  通讯作者
(27) Diffuse fertilization effect in maize and soybean is driven by improved light use efficiency rather than by light absorption, Journal of Geophysical Research: Biogeosciences, 2024, 第 3 作者
(28) Estimation of the Concentration of XCO2 from Thermal Infrared Satellite Data Based on Ensemble Learning, Atmosphere, 2024, 第 3 作者
(29) Toward establishing a low-cost UAV coordinated carbon observation network (LUCCN): first integrated campaign in China, Advances in Atmospheric Sciences, 2024, 第 5 作者
(30) Large divergence of satellite monitoring of diffuse radiation effect on ecosystem water-use efficiency, Geophysical Research Letters, 2023, 第 2 作者
(31) Estimation of ground-level O3 concentration in the Yangtze River Delta region based on a high-performance spatiotemporal model MixNet, Science of The Total Environment, 2023, 第 4 作者
(32) Full-coverage estimation of PM2. 5 in the Beijing-Tianjin-Hebei region by using a two-stage model, Atmospheric Environment, 2023, 第 4 作者
(33) Empirical Correlation Weighting (ECW) Spatial Interpolation Method for Satellite Aerosol Optical Depth Products by MODIS AOD over Northern China in 2016, Remote Sensing, 2023, 第 4 作者  通讯作者
(34) Forest fire patterns and lightning-caused forest fire detection in Heilongjiang Province of China using satellite data, Fire, 2023, 第 2 作者  通讯作者
(35) Estimating near-surface concentrations of major air pollutants from space: A universal estimation framework LAPSO, IEEE Transactions on Geoscience and Remote Sensing, 2023, 第 3 作者
(36) Satellite-observed vegetation responses to aerosols variability, Agricultural and Forest Meteorology, 2023, 第 3 作者
(37) 基于多源数据和机器学习方法的大兴安岭地区雷击火驱动因子及火险预测模型, 林业科学, 2023, 第 10 作者  通讯作者
(38) 基于集成学习方法的中国近地面臭氧浓度时空分布, 遥感学报, 2023, 第 2 作者
(39) Validation and Analysis of MISR and POLDER Aerosol Products over China, Remote Sensing, 2022, 第 2 作者  通讯作者
(40) 基于VIIRS火点数据和FARSITE系统的森林火灾蔓延模拟, 遥感学报, 2022, 第 7 作者  通讯作者
(41) Himawari-8/AHI aerosol optical depth detection based on machine learning algorithm, Remote Sensing, 2022, 第 2 作者  通讯作者
(42) An introduction to the Chinese high-resolution Earth observation system: Gaofen-1~ 7 civilian satellites, Journal of Remote Sensing, 2022, 第 3 作者
(43) Machine learning-based estimation of ground-level NO2 concentrations over China, Y Chi, M Fan, C Zhao, Y Yang, H Fan, X Yang, J Yang, J Tao, 2022, 第 2 作者
(44) Ground-level NO2 concentration estimation based on OMI tropospheric NO2 and its spatiotemporal characteristics in typical regions of China, Atmospheric Research, 2021, 第 2 作者
(45) 高分五号卫星大气参数探测综述, 遥感学报, 2021, 第 3 作者
(46) The divergent estimates of diffuse radiation effects on gross primary production of forest ecosystems using light-use efficiency models, Geophysical Research Letters, 2021, 第 3 作者
(47) An improved method for retrieving aerosol optical depth using gaofen-1 wfv camera data, Remote Sensing, 2021, 第 2 作者  通讯作者
(48) 新冠病毒疫情期间复工复产卫星遥感监测, 遥感学报, 2020, 第 2 作者  通讯作者
(49) 2013年—2017年主要农业区秸秆焚烧时空特征及影响因素分析., 遥感学报, 2020, 第 2 作者  通讯作者
(50) 中国地区MODIS气溶胶光学厚度产品综合验证及分析, 中国环境科学, 2020, 第 9 作者  通讯作者
(51) A simplified aerosol retrieval algorithm for Himawari-8 Advanced Himawari Imager over Beijing, Atmospheric Environment, 2019, 第 2 作者
(52) Validation of Himawari-8 aerosol optical depth retrievals over China, Atmospheric environment, 2019, 第 3 作者
(53) 星载激光雷达云和气溶胶分类反演算法研究, 光谱学与光谱分析, 2019, 第 2 作者  通讯作者
(54) Optical properties of chain-like soot with water coatings, Particuology, 2019, 第 1 作者
(55) Evaluation of MAIAC aerosol retrievals over China, Atmospheric Environment, 2019, 第 3 作者
(56) Aerosol optical properties over China from RAMS-CMAQ model compared with CALIOP observations, Atmosphere, 2017, 第 2 作者  通讯作者
(57) An improved constraint method in optimal estimation of CO2 from GOSAT SWIR observations, Science China Earth Sciences, 2017, 第 4 作者
(58) 秋季秸秆焚烧对京津冀地区霾污染过程的影响分析, 中国环境科学, 2017, 第 2 作者  通讯作者
(59) Estimation of geos-chem and gocart simulated aerosol profiles using calipso observations over the contiguous United States, Aerosol and Air Quality Research, 2016, 第 3 作者
(60) The effects of morphology and water coating on the optical properties of soot aggregates, Aerosol and Air Quality Research, 2016, 第 1 作者
(61) Scattering properties of polluted dust in 1.6um wavelength, Chinese Physics B, 2014, 第 1 作者
(62) Scattering properties of soot-containing particles and their impact by humidity in 1.6um, Journal of Quantitative Spectroscopy and Radiative Transfer, 2014, 第 1 作者
(63) 非球形气溶胶粒子短波红外散射特性研究, 物理学报, 2012, 第 1 作者

科研活动

   
科研项目
( 1 ) 多模态数据与算法业务化底座构建, 负责人, 国家任务, 2026-04--2030-03
( 2 ) 协同多源卫星观测的棕色碳遥感反演和排放估算研究, 负责人, 国家任务, 2024-01--2027-12
( 3 ) PM2.5、O3和NO2卫星数据反演, 负责人, 境内委托项目, 2023-06--2026-09
( 4 ) 下一代碳卫星温室气体和污染气体探测载荷指标优化, 负责人, 国家任务, 2022-12--2027-06