基本信息
苏艳军  男  博导  中国科学院植物研究所
email: ysu@ibcas.ac.cn
address: 北京市海淀区香山南辛村20号
postalCode: 100093

招生信息

   
招生专业
071300-生态学
招生方向
生态遥感
激光雷达林业、农业应用

教育背景

2012-08--2017-05   美国加州大学默塞德分校   博士
2009-09--2012-07   中国科学院地理科学与资源研究所   硕士
2005-09--2009-07   中国地质大学(北京)   学士

工作经历

   
工作简历
2021-02~现在, 中国科学院植物研究所, 研究员
2017-08~2021-01,中国科学院植物研究所, 副研究员
2012-08~2017-05,美国加州大学默塞德分校, 博士
2009-09~2012-07,中国科学院地理科学与资源研究所, 硕士
2005-09~2009-07,中国地质大学(北京), 学士
社会兼职
2022-08-01-今,中国自然资源学会资源制图专业委员会副主任,
2022-08-01-今,中国生态学学会生态系统遥感专业委员会委员,
2019-03-01-今,中国林业学会林业计算机应用分会理事会理事,

教授课程

植被生态与遥感应用

专利与奖励

   
奖励信息
(1) 李小文遥感科学青年奖, 其他, 2021
(2) 中国自然资源协会青年科技奖, 其他, 2019
(3) 国家优秀自费留学生奖学金, , 部委级, 2018
(4) William A. Fischer Memorial Scholarship, , 其他, 2017

出版信息

   
发表论文
(1) Mapping foliar photosynthetic capacity in sub-tropical and tropical forests with UAS-based imaging spectroscopy: Scaling from leaf to canopy, REMOTE SENSING OF ENVIRONMENT, 2023, 第 8 作者
(2) Canopy structure: An intermediate factor regulating grassland diversity-function relationships under human disturbances, FUNDAMENTAL RESEARCH, 2023, 通讯作者
(3) Mapping China’s planted forests using high resolution imagery and massive amounts of crowdsourced samples, ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2023, 第 2 作者
(4) 生态遥感新方法及其在自然保护地天空地一体化监测中的应用, New methods in remote sensing for ecology and their applications in the monitoring of nature reserves, 植物生态学报, 2022, 第 1 作者
(5) From canopy complementarity to asymmetric competition: The negative relationship between structural diversity and productivity during succession, JOURNAL OF ECOLOGY, 2022, 第 6 作者
(6) Allometry-based estimation of forest aboveground biomass combining LiDAR canopy height attributes and optical spectral indexes, Allometry-based estimation of forest aboveground biomass combining LiDAR canopy height attributes and optical spectral indexes, FOREST ECOSYSTEMS, 2022, 第 2 作者
(7) Quantifying the shape of urban street trees and evaluating its influence on their aesthetic functions based on mobile lidar data, ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2022, 第 3 作者
(8) 卫星遥感监测产品在中国森林生态系统的验证和不确定性分析——基于海量无人机激光雷达数据, Validation and uncertainty analysis of satellite remote sensing products for monitoring China’s forest ecosystems——Based on massive UAV LiDAR data, 植物生态学报, 2022, 第 7 作者
(9) Analysis of UAV lidar information loss and its influence on the estimation accuracy of structural and functional traits in a meadow steppe, ECOLOGICAL INDICATORS, 2022, 通讯作者
(10) 中国生物多样性核心监测指标遥感产品体系构建与思考, The outlook and system construction for monitoring Essential Biodiversity Variables based on remote sensing:The case of China, 生物多样性, 2022, 第 6 作者
(11) Extending a canopy reflectance model for mangroves: A case study in south east queensland, Australia, AGRICULTURAL AND FOREST METEOROLOGY, 2022, 通讯作者
(12) Automatic segmentation of stem and leaf components and individual maize plants in field terrestrial LiDAR data using convolutional neural networks, THE CROP JOURNAL, 2022, 第 5 作者
(13) A novel entropy-based method to quantify forest canopy structural complexity from multiplatform lidar point clouds, REMOTE SENSING OF ENVIRONMENT, 2022, 通讯作者
(14) Disentangling the effects of the surrounding environment on street-side greenery: Evidence from Hangzhou, ECOLOGICAL INDICATORS, 2022, 第 3 作者
(15) Human-Climate Coupled Changes in Vegetation Community Complexity of China Since 1980s, EARTHS FUTURE, 2022, 第 1 作者
(16) Neural network guided interpolation for mapping canopy height of China's forests by integrating GEDI and ICESat-2 data, REMOTE SENSING OF ENVIRONMENT, 2022, 通讯作者
(17) Deciphering the contributions of spectral and structural data to wheat yield estimation from proximal sensing, THE CROP JOURNAL, 2022, 第 9 作者
(18) Loess Landslide Detection Using Object Detection Algorithms in Northwest China, REMOTE SENSING, 2022, 第 5 作者
(19) 三维辐射传输模型在森林生态系统研究中的应用与展望, 植物生态学报, 2022, 通讯作者
(20) Monitoring tree-crown scale autumn leaf phenology in a temperate forest with an integration of PlanetScope and drone remote sensing observations, ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2021, 第 15 作者
(21) The Development and Evaluation of a Backpack LiDAR System for Accurate and Efficient Forest Inventory, IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2021, 第 1 作者
(22) Spectroscopy outperforms leaf trait relationships for predicting photosynthetic capacity across different forest types, NEW PHYTOLOGIST, 2021, 第 13 作者
(23) 新一代1:50万中国植被图绘制方法探讨, Remote sensing-based mapping for the new generation of Vegetation Map of China(1:500,000), 中国科学:生命科学, 2021, 第 5 作者
(24) Exploring Seasonal and Circadian Rhythms in Structural Traits of Field Maize from LiDAR Time Series, Exploring Seasonal and Circadian Rhythms in Structural Traits of Field Maize from LiDAR Time Series, PLANT PHENOMICS, 2021, 第 2 作者
(25) 面向高精度城市测绘的激光紧耦合SLAM方法, A tightly coupled SLAM method for precise urban mapping, 测绘学报, 2021, 第 3 作者
(26) “绿途”系统:公民科学时代的植被调查制图新工具, LiVegetation: an investigative tool for vegetation mapping in the era of citizen science, 中国科学:生命科学, 2021, 第 3 作者
(27) Lidar sheds new light on plant phenomics for plant breeding and management: Recent advances and future prospects, ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2021, 第 4 作者
(28) Lidar Boosts 3D Ecological Observations and Modelings: A Review and Perspective, IEEE GEOSCIENCE AND REMOTE SENSING MAGAZINE, 2021, 第 2 作者
(29) UAV-lidar aids automatic intelligent powerline inspection, INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2021, 第 3 作者
(30) 基于激光雷达的自然资源三维动态监测现状与展望, Current status and prospect of three-dimensional dynamic monitoring of natural resources based on LiDAR, 遥感学报, 2021, 第 14 作者
(31) An updated Vegetation Map of China (1:1000000), SCIENCE BULLETIN, 2020, 第 1 作者
(32) A Point-Based Fully Convolutional Neural Network for Airborne LiDAR Ground Point Filtering in Forested Environments, IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2020, 第 2 作者
(33) Estimation of degraded grassland aboveground biomass using machine learning methods from terrestrial laser scanning data, ECOLOGICAL INDICATORS, 2020, 第 2 作者
(34) Large-Scale Geographical Variations and Climatic Controls on Crown Architecture Traits, JOURNAL OF GEOPHYSICAL RESEARCH-BIOGEOSCIENCES, 2020, 第 1 作者
(35) Application of deep learning in ecological resource research:Theories, methods, and challenges, Application of deep learning in ecological resource research: Theories, methods, and challenges, SCIENCE CHINA-EARTH SCIENCES, 2020, 第 10 作者
(36) Retrieval of tree branch architecture attributes from terrestrial laser scan data using a Laplacian algorithm, AGRICULTURAL AND FOREST METEOROLOGY, 2020, 通讯作者
(37) A Novel Framework to Automatically Fuse Multiplatform LiDAR Data in Forest Environments Based on Tree Locations, IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2020, 通讯作者
(38) 新一代遥感技术助力生态系统生态学研究, Advances for the new remote sensing technology in ecosystem ecology research, 植物生态学报, 2020, 第 8 作者
(39) Estimating aboveground biomass of the mangrove forests on northeast Hainan Island in China using an upscaling method from field plots, UAV-LiDAR data and Sentinel-2 imagery, INTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION, 2020, 第 4 作者
(40) Terrestrial laser scanning-derived canopy interception index for predicting rainfall interception, ECOHYDROLOGY, 2020, 第 6 作者
(41) Mapping the Global Mangrove Forest Aboveground Biomass Using Multisource Remote Sensing Data, REMOTE SENSING, 2020, 第 3 作者
(42) A marker-free method for registering multi-scan terrestrial laser scanning data in forest environments, ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2020, 通讯作者
(43) Development and Performance Evaluation of a Very Low-Cost UAV-Lidar System for Forestry Applications, REMOTE SENSING, 2020, 第 3 作者
(44) 深度学习在生态资源研究领域的应用:理论、方法和挑战, 中国科学:地球科学, 2020, 第 10 作者
(45) Separating the Structural Components of Maize for Field Phenotyping Using Terrestrial LiDAR Data and Deep Convolutional Neural Networks, IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2020, 通讯作者
(46) Non-destructive estimation of field maize biomass using terrestrial lidar: an evaluation from plot level to individual leaf level, PLANT METHODS, 2020, 第 2 作者
(47) A simple and integrated approach for fire severity assessment using bi-temporal airborne LiDAR data, INTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION, 2019, 通讯作者
(48) Stem-Leaf Segmentation and Phenotypic Trait Extraction of Individual Maize Using Terrestrial LiDAR Data, IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2019, 第 2 作者
(49) An Object-Based Strategy for Improving the Accuracy of Spatiotemporal Satellite Imagery Fusion for Vegetation-Mapping Applications, REMOTE SENSING, 2019, 第 2 作者
(50) Efficiency of Extreme Gradient Boosting for Imbalanced Land Cover Classification Using an Extended Margin and Disagreement Performance, ISPRS INTERNATIONAL JOURNAL OF GEO-INFORMATION, 2019, 第 4 作者
(51) Evaluating maize phenotype dynamics under drought stress using terrestrial lidar, PLANT METHODS, 2019, 第 1 作者
(52) Canopy and Terrain Interactions Affecting Snowpack Spatial Patterns in the Sierra Nevada of California, WATER RESOURCES RESEARCH, 2019, 第 4 作者
(53) The Influence of Vegetation Characteristics on Individual Tree Segmentation Methods with Airborne LiDAR Data, REMOTE SENSING, 2019, 第 2 作者
(54) VBRT: A novel voxel-based radiative transfer model for heterogeneous three-dimensional forest scenes, REMOTE SENSING OF ENVIRONMENT, 2018, 第 4 作者
(55) A global corrected SRTM DEM product for vegetated areas, REMOTE SENSING LETTERS, 2018, 第 2 作者
(56) Quantifying individual tree growth and tree competition using bi-temporal airborne laser scanning data:a case study in the Sierra Nevada Mountains,California, Quantifying individual tree growth and tree competition using bi-temporal airborne laser scanning data: a case study in the Sierra Nevada Mountains, California, INTERNATIONAL JOURNAL OF DIGITAL EARTH, 2018, 第 2 作者
(57) Artificial Mangrove Species Mapping Using Pléiades-1: An Evaluation of Pixel-Based and Object-Based Classifications with Selected Machine Learning Algorithms, REMOTE SENSING, 2018, 第 4 作者
(58) Simple method for direct crown base height estimation of individual conifer trees using airborne LiDAR data, OPTICS EXPRESS, 2018, 通讯作者
(59) A Comparison of LiDAR Filtering Algorithms in Vegetated Mountain Areas, CANADIAN JOURNAL OF REMOTE SENSING, 2018, 第 2 作者
(60) THE INTEGRATION OF UAV AND BACKPACK LIDAR SYSTEMS FOR FOREST INVENTORY, IGARSS 2018 - 2018 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, 2018, 通讯作者
(61) 遥感在生物多样性研究中的应用进展, Advances in remote sensing application for biodiversity research, 生物多样性, 2018, 其他(合作组作者)
(62) Deep Learning: Individual Maize Segmentation From Terrestrial Lidar Data Using Faster R-CNN and Regional Growth Algorithms, FRONTIERS IN PLANT SCIENCE, 2018, 通讯作者
(63) Evaluating the Performance of Sentinel-2, Landsat 8 and Pleiades-1 in Mapping Mangrove Extent and Species, REMOTE SENSING, 2018, 第 4 作者
(64) Evaluating the uncertainty of Landsat-derived vegetation indices in quantifying forest fuel treatments using bi-temporal LiDAR data, ECOLOGICAL INDICATORS, 2018, 通讯作者
(65) Retrieving 2-D Leaf Angle Distributions for Deciduous Trees From Terrestrial Laser Scanner Data, IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2018, 通讯作者
(66) 基于激光雷达数据的物种分布模拟:以美国加州内华达山脉南部区域食鱼貂分布模拟为例, Ecological niche modeling with LiDAR data: A case study of modeling the distribution of fisher in the southern Sierra Nevada Mountains, Cali- fornia, 生物多样性, 2018, 第 4 作者
(67) The Transferability of Random Forest in Canopy Height Estimation from Multi-Source Remote Sensing Data, REMOTE SENSING, 2018, 第 2 作者
(68) Evaluation of modeled global vegetation carbon dynamics: Analysis based on global carbon flux and above-ground biomass data, ECOLOGICAL MODELLING, 2017, 第 7 作者
(69) Impact of Error in Lidar-Derived Canopy Height and Canopy Base Height on Modeled Wildfire Behavior in the Sierra Nevada, California, USA, REMOTE SENSING, 2017, 第 2 作者
(70) Fine-resolution forest tree height estimation across the Sierra Nevada through the integration of spaceborne LiDAR, airborne LiDAR, and optical imagery, Fine-resolution forest tree height estimation across the Sierra Nevada through the integration of spaceborne LiDAR, airborne LiDAR, and optical imagery, INTERNATIONAL JOURNAL OF DIGITAL EARTH, 2017, 第 1 作者
(71) Global patterns of woody residence time and its influence on model simulation of aboveground biomass, GLOBAL BIOGEOCHEMICAL CYCLES, 2017, 第 8 作者
(72) Retrieving the gap fraction, element clumping index, and leaf area index of individual trees using single-scan data from a terrestrial laser scanner, ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2017, 第 3 作者
(73) Emerging Stress and Relative Resiliency of Giant Sequoia Groves Experiencing Multiyear Dry Periods in a Warming Climate, JOURNAL OF GEOPHYSICAL RESEARCH-BIOGEOSCIENCES, 2017, 第 1 作者
(74) One-Class Classification of Airborne LiDAR Data in Urban Areas Using a Presence and Background Learning Algorithm, REMOTE SENSING, 2017, 第 2 作者
(75) An integrated UAV-borne lidar system for 3D habitat mapping in three forest ecosystems across China, INTERNATIONAL JOURNAL OF REMOTE SENSING, 2017, 第 2 作者
(76) Comparison of Canopy Cover Estimations From Airborne LiDAR, Aerial Imagery, and Satellite Imagery, IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2017, 第 2 作者
(77) Unsupervised Object-Based Differencing for Land-Cover Change Detection, PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING, 2017, 第 2 作者
(78) Mapping Global Forest Aboveground Biomass with Spaceborne LiDAR, Optical Imagery, and Forest Inventory Data, REMOTE SENSING, 2016, 第 2 作者
(79) Spatial distribution of forest aboveground biomass in China: Estimation through combination of spaceborne lidar, optical imagery, and forest inventory data, REMOTE SENSING OF ENVIRONMENT, 2016, 第 1 作者
(80) Improved progressive TIN densification filtering algorithm for airborne LiDAR data in forested areas, ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2016, 第 3 作者
(81) Forest fuel treatment detection using multi-temporal airborne lidar data and high-resolution aerial imagery: a case study in the Sierra Nevada Mountains, California, INTERNATIONAL JOURNAL OF REMOTE SENSING, 2016, 第 1 作者
(82) A Vegetation Mapping Strategy for Conifer Forests by Combining Airborne LiDAR Data and Aerial Imagery, CANADIAN JOURNAL OF REMOTE SENSING, 2016, 第 1 作者
(83) Derivation, Validation, and Sensitivity Analysis of Terrestrial Laser Scanning-Based Leaf Area Index, CANADIAN JOURNAL OF REMOTE SENSING, 2016, 第 7 作者
(84) A Geometric Method for Wood-Leaf Separation Using Terrestrial and Simulated Lidar Data, PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING, 2015, 第 4 作者
(85) SRTM DEM Correction in Vegetated Mountain Areas through the Integration of Spaceborne LiDAR, Airborne LiDAR, and Optical Imagery, REMOTE SENSING, 2015, 第 1 作者
(86) Evaluating short- and long-term impacts of fuels treatments and simulated wildfire on an old-forest species, ECOSPHERE, 2015, 第 5 作者
(87) Mapping US Urban Extents from MODIS Data Using One-Class Classification Method, REMOTE SENSING, 2015, 第 4 作者
(88) Airborne Lidar-derived volume metrics for aboveground biomass estimation: A comparative assessment for conifer stands, AGRICULTURAL AND FOREST METEOROLOGY, 2014, 第 8 作者
(89) A practical method for SRTM DEM correction over vegetated mountain areas, ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2014, 第 1 作者
(90) Influence of solar activity on breaching, overflowing and course-shifting events of the Lower Yellow River in the late Holocene, HOLOCENE, 2013, 通讯作者
(91) The geo-pattern of course shifts of the Lower Yellow River, The geo-pattern of course shifts of the Lower Yellow River, 地理学报英文版, 2011, 第 2 作者
(92) 新型网络地图符号概念模型及其描述体系, A New Conceptual Model and It s Describing System of Internet Map Symbol, 地球信息科学, 2009, 第 1 作者
(93) The coordinated impact of forest internal structural complexity and tree species diversity on forest productivity across forest biomes, FUNDAMENTAL RESEARCH, 通讯作者
(94) A novel entropy-based method to quantify forest canopy structural complexity from multiplatform lidar point clouds, REMOTE SENSING OF ENVIRONMENT, 通讯作者
发表著作
( 1 ) 激光雷达森林生态应用——理论、方法及实例, 高等教育出版社, 2018-02, 第 2 作者
LiDAR principles, processing and applications in forest ecology, Higher Education Press, 2023-03, 第 2 作者

科研活动

   
科研项目
( 1 ) 基于激光雷达技术的树木三维构型空间格局及驱动力分析:以蒙古栎为例, 负责人, 国家任务, 2019-01--2022-12
( 2 ) 基于激光雷达与深度学习技术的作物三维表型特征提取研究, 负责人, 国家任务, 2018-01--2018-12
( 3 ) 植被遥感与生物多样性变化, 参与, 中国科学院计划, 2018-01--2022-12
( 4 ) 中国科学院人才计划, 负责人, 中国科学院计划, 2017-08--2022-08
( 5 ) 种子精准设计与创造, 参与, 中国科学院计划, 2020-01--2024-12
( 6 ) 创建生态草牧业科技体系, 参与, 中国科学院计划, 2021-01--2025-12
( 7 ) 全球变化下的典型森林生态系统观测和预警, 负责人, 国家任务, 2022-11--2027-10
( 8 ) 基于众源采集和人工智能的信息化植被调查与绘制技术研发, 负责人, 中国科学院计划, 2022-01--2023-12