个人简介

杨贵军，博士，二级教授，长江学者特聘教授，博导，农业农村部农业遥感机理与定量遥感重点实验室主任，十三五、十四五国家重点研发专项负责人，国际SCI 期刊ArtificialIntelligence in Agriculture 副主编、Computersand Electronics inAgriculture“定量遥感模型”专刊主编、遥感学报编委。主要从事农业定量遥感机理及应用研究，在作物光谱机理模型与定量反演、遥感时空谱融合与预测、育种田间表型感知等领域取得创新性成果，在RemoteSensing of Environment、FieldCrops Research、ISPRSPhotogrammetry and RemoteSensing 等国际期刊发表SCI/EI 第一及通讯作者论文150余篇，从2020年连续入选爱思唯尔(Elsevier)中国高被引学者榜单，斯坦福大学全球前2%顶尖科学家榜单（World’sTop 2%Scientists）。出版专著3 部，获得授权国际PCT发明专利1项，授权国家发明专利25 项，新技术新产品证书4 项，省级地方标准2 项，获得河南省科学技术进步一等奖、浙江省科学进步奖一等奖、教育部科学技术进步一等奖等5项。

团队详细信息，请访问链接：https://ygjuny.github.io/YangLab.github.io/

社会职务

农业农村部农业遥感机理与定量遥感重点实验室主任

十三五、十四五国家重点研发计划专项项目负责人

国际SCI期刊ArtificialIntelligence in Agriculture副主编

Computersand Electronics in Agriculture“定量遥感模型”专刊主编

遥感学报副主编

国家对地观测科学数据中心“首席数据专家”

国际数字地球学会数字农业专委会、数字生态专委会副主任委员

中国农学会农业信息分会副主任委员

中国作物学会智慧农业分会副主任委员

1、农业定量遥感机理建模

2、新型图谱传感器研发

3、农业生态参数反演

4、作物模型与遥感同化

5、无人机农业遥感

6、智慧农场关键技术

本科生课程

定量遥感

详细信息请访问团队网站：https://ygjuny.github.io/YangLab.github.io/

实验室团队近年来承担国家重点研发计划、国自科国际合作项目、国家自然科学基金等国家和省部级科研项目20余项。

国家自然科学基金国际(地区)合作与交流项目，复杂秸秆覆盖条件下麦田光谱响应机理模型及残茬碳含量反演，2026.01-2028.12

国家重点研发计划项目，粮食生产大数据平台研发与应用，2023.12-2028.12

国家重点研发计划项目，基于多平台遥感和物联网感知的苹果生产全程精准优管关键技术，2019.03-2022.02

国家自然科学基金面上项目，高时空遥感地表温度融合与冷-热积量模型耦合的苹果花期预测研究，2022.01-2025.12

国家自然科学基金青年科学基金项目，小麦条锈病遥感监测中的农田胁迫易混机理与区分模型研究，2014.01-2016.12

国家自然科学基金面上项目，基于同化策略的地表温度多模式降尺度方法及其不确定性研究，2013.01-2016.12

国家自然科学基金青年科学基金，基于农田信息与土壤-叶片-冠层-大气辐射传输耦合模型模拟多维遥感数据方法研究，2010.01-2012.12

国家863项目子课题，微小型无人机遥感信息获取与作物养分管理技术，2013.01-2014.12

国家973计划子课题，作物生长过程综合观测实验与遥感应用示范，2009.01-2011.12

农业农村部农业科技创新能力条件建设项目，农业农村部农业遥感机理与定量遥感重点实验室建设项目，2021.07-2022.12

河南省重点研发专项，新型种质资源创制的共性关键技术研发，2025.01-2027.12

代表性论文

2025年

[1]杨贵军*,赵春江,杨小冬,杨浩,胡海棠,龙慧灵,裘正军,李娴,江冲亚,孙亮,陈雷,周清波,郝星耀,郭威,王培,高美玲,粮食生产大数据平台研究进展与展望,智慧农业（中英文）,2025-03-01,7(2):1-12

[2]王拓,杨贵军*,徐新刚,冯海宽,董立国,张静,刘淼,唐澳华,吴强,1990—2024 年六盘山区植被覆盖度时空演变特征及其归因,地理科学,2025-08-27,45(8):1684-1697

[3]ZihengFeng,Ke Wu,Bo Xu*,Haiyan Cen,Yuan Zhang,Xiangtai Jiang,HanyuXue,Heguang Sun,Hao Yang,Haikuan Feng,Huiling Long,XingangXu,Yuanyuan Fu,Changbin Liu,Xiangyuan Wan,GuijunYang*,Utilizationof synthetic minority oversampling technique and transfer learningfor improving rice and wheat LAI estimation,Computers and Electronicsin Agriculture,2026-03-01,243():-

[4]JiboYue,Haikuan Feng*,Yiguang Fan,Yang Liu,Chunjiang Zhao*,GuijunYang*,Maize Phenological Stage Recognition via Coordinated UAV and UGVMulti-View Sensing and Deep Learning,Artificial Intelligence inAgriculture,2026-02-10,16(1):643-657

[5]TuoWang,GuijunYang*,XingangXu*,Jiaqi Sun,Yang Meng,Xiaodong Yang,Haikuan Feng,Hanyu Xue,XinleiXu,Yuekun Song,Remote sensing estimation of rice chlorophyll contentbased on UAV image feature selection and PSO-optimized ensemblelearning,ARTIFICIAL INTELLIGENCE IN GEOSCIENCES,2026-01-23,7(1):-

[6]WeinanChen,GuijunYang*,YangMeng,Haikuan Feng,Hongrui Wen,Aohua Tng,Jing Zhang,Hao Yang,HeliLi,Xingang Xu,Changchun Li,Zhenhong Li,Prediction of wheat stembiomass using a new unified model driven by phenological variableunder remote-sensed canopy vegetation index constraints,ArtificialIntelligence in Agriculture,2026-01-08,16(1):658-671

[7]NingQi,Hao Yang,Jianbo Qi,Wenjuan Li,Jinpeng Cheng,Xiaodong Yang,Bo Xu,ZeXu,GuijunYang*,ChunjiangZhao*,Decoupling tea-bud heap structure from non-imaginghyperspectral spectra for accurate single-bud trace biochemistryretrieval,Artificial Intelligence inAgriculture,2025-11-28,16(1):397-411

[8]QiangWu,Xiaoyu Song,Jie Zhang,Yuanyuan Ma,Chunkai Zheng,Tuo Wang,GuijunYang*,WinterWheat Yield Estimation in the Huang-Huai-Hai Region Based onKNN-Ward Phenological Zoning and Multi-source Data,RemoteSensing,2025-11-11,17(22):-

[9]JinpengCheng,Jiao Wang,Dan Zhao,Fenghui Duan,Qiang Wu,Yongliang Lai,JianboQi,Shuping Xiong, Hongbo Qiao,Xinming Ma*,Hao Yang*,GuijunYang*,Exploringthe depth of the maize canopy LAI detected by spectroscopy based onsimulations and in situ measurements, PlantPhenomics,2025-09-16,7(3):-

[10]JingpengCheng,Hao Yang*,Xiaoyu Cao,Qiang Wu,Na Zhang, Zhiyu Yan,HongbinWang,Linsheng Huang,Xinming Ma,Shuping Xiong*,GuijunYang*,Identificationof seed maize fields from hyperspectral imagery by fusion of spectraland spatial features,Computers and Electronics inAgriculture,2025-08-25,239():-

[11]WenjieZhang,Guijunyang*,JianboQi,Riqiang Chen,Chengjian Zhang,Bo Xu,Baoguo Wu,Xiaohui Su,ChunjiangZhao*,The impacts of tree shape, disease distribution and observationgeometry  on the performances of disease spectral indices ofapple trees,Remote Sensing of Environment,2025-08-04,329():-

[12]LinchaoLi,Bin Wang*,Chaoqun Lv,Jonas Jägermeyr,Senthold Asseng,Jing-JiaLuo,Matthew Tom Harrison,Qinsi He,Ke Liu,De Li Liu,Yi Li,HaoFeng,GuijunYang*,ChunjiangZhao,Kadambot H.M. Siddique,Hanqin Tian,Qiang Yu*,Global warmingincreases the risk of crop yield failures driven by climateoscillations,ONE EARTH,2025-06-20,8(6):-

[13]JingZhang,GuijunYang*,MeilingGao,Lijie Zhang,Weinan Chen,Miao Liu,Youming Zhang,Zhenhong Li,Wheatyield prediction using an enhanced WOFOST with soil stratiffed hydrothermal module driven by GLASS and ERA5-land products over Yellow River Basin,Computers and Electronics inAgriculture,2025-06-15,237():-

[14]RiqiangChen,Shuping Xiong,Na Zhang,Zehua Fan,Ning Qi,Yiguang Fan,HaikuanFeng,Xinming Ma,Hao Yang*,GuijunYang*,JinpengCheng*,Fine-scale classification of horticultural crops usingSentinel-2 time-series images in Linyi country, China,Computers andElectronics in Agriculture,2025-04-28,236():-

[15]MohanYang,Qiang Wu,Jianbo Qi  , GuijunYang*,ZanpuWang,Zhenyu Wang, Jun Zhang, Hao Yang*,Jinpeng Cheng*,ShupingXiong,Xinming Ma, A robust two-stage framework for maize above-groundbiomass prediction  integrating spectral remote sensing andallometric growth model,Computers and Electronics inAgriculture,2025-04-19,235():-

[16]YuZhao,Haikuan Feng,Shaoyu Han,Chao Wang,Meichen Feng,Lujie Xiao,Zhenhai Li,Wude Yang*,GuijunYang*,AUAV-based hybrid approach for improving aboveground dry biomass estimation of winter wheat,European Journal ofAgronomy,2025-04-11,168():-

[17]HeliLi*,Pingheng Li,Xingang Xu,Haikuan Feng,Bo Xu,Huiling Long,GuijunYang*,ChunjiangZhao,Revealing the spectral bands that make generic remote estimatesof leaf  area index in wheat crop over various interferencefactors and  planting conditions,COMPUTERS AND ELECTRONICS INAGRICULTURE,2025-04-10,235():-

[18]FengHaikuan,Fan Yiguang,Yue Jibo*,Ma Yanpeng,Liu Yang,Chen Riqiang,FuYuanyuan,Jin Xiuliang,Bian Mingbo,Fan Jiejie,Zhao Yu,LengMengdie,YangGuijun*,ZhaoChunjiang*,Enhancing potato leaf protein content, carbon-basedconstituents, and leaf area index monitoring using radiative transfermodel and deep learning,European Journal ofAgronomy,2025-03-02,166():-

[19]HaikuanFeng,Yiguang Fan,Jibo Yue*,Mingbo Bian,Yang Liu,Riqiang Chen,YanpengMa,Jiejie Fan,GuijunYang*,ChunjiangZhao*,Estimation of potato above-ground biomass based on the VGC-AGBmodel and deep learning,Computers and Electronics inAgriculture,2025-02-17,232():-

[20]AohuaTang,GuijunYang*,ZhenhongLi,Yuchun Pan,Yu Liu,Huiling Long,Weinan Chen,Jing Zhang,YueYang,Xiaodong Yang,Bo Xu,Estimation of SOC using VNIR and MIRhyperspectral data based on  spectral-to-image transforming andmulti-channel CNN,Computers and Electronics inAgriculture,2025-01-31,231():-

[21]JingZhang,GuijunYang*,JunhuaKang,Dongli Wu,Zhenhong Lil,Weinan Chen,Meiling Gao,Yue Yang,AohuaTang,Yang Meng,Zhihui Wang,Estimation of winter wheat yield byassimilating MODIS LAI and VIC  optimized soil moisture into theWOFOST model,European Journal of Agronomy,2025-01-04,164():-

2024年

[1] JiboYue,Ting Li,Haikuan Feng*,Yuanyuan Fu,Yang Liu,Jia Tian,HaoYang,Guijun Yang*,Enhancing field soil moisture content monitoringusing laboratory-based soil spectral measurements and radiativetransfer models,Agriculture Communications,2024-12-04,2():-

[2]JingboLi,Hao Yang,Weinan Chen,Changchun Li,Guijun Yang*,GeneratingSpatiotemporal Seamless Data of  Clear-Sky Land SurfaceTemperature Using  Synthetic Aperture Radar, Digital ElevationMode,  and Machine Learning over Vegetation Areas,JOURNAL OFREMOTE SENSING,2024-06-26,():-

[3]WeinanChen,Guijun Yang*,Yang Meng,Haikuan Feng,Heli Li,Aohua Tang,JingZhang,Xingang Xu,Hao Yang,Changchun Li,Zhenhong Li,Estimation ofWinter Wheat Stem Biomass by a Novel Two-Component and Two-ParameterStratified Model Using Proximal Remote Sensing and PhenologicalVariables,Remote Sensing,2024-11-18,16(22):-

[4]RiqiangChen,Hao Yang,Wenping Liu*,Miao Liu,Ning Qi,Haikuan Feng,ChengjianZhang,Haifeng Xu,Guijun Yang*,An Orchard Mapping Index and MappingAlgorithm Coupling Orchard Phenology and Green-HoldingCharacteristics from Time-Series Sentinel-2 Images,Computers andElectronics in Agriculture,2024-09-09,226():-

[5]QiongCao,Ze Xu,Bo Xu,Haibin Yang,Fan Wang,Longyue Chen,Chunjiang Zhao,PingJiang,Quan Wu,Guijun Yang*,Leaf phenotypic difference analysis andvariety recognition of tea cultivars based on multispectral imagingtechnology,INDUSTRIAL CROPS AND PRODUCTS,2024-07-19,220():-

[6]QiongCao,Chunjiang Zhao,Ze Xu,Ping Jiang,Haibin Yang,Xiangyu Meng,GuijunYang*,Review of the application of in-situ sensing techniques toaddress the tea growth characteristics from leaf tofield,International Journal of Agricultural and BiologicalEngineering,2024-05-23,17(1):1-11

[7]JiboYue,Guijun Yang*,Changchun Li,Yang Liu,Wei Guo*,Xinming Ma,QinglinNiu,Hongbo Qiao,Haikuan Feng*,Analyzing winter-wheat biochemicaltraits using hyperspectral remote  sensing and deeplearning,Computers and Electronics in Agriculture,2024-05-20,222():-

[8]MiaoLiu,Guijun Yang*,Wenping Yuan,Zhenhong Li,Meiling Gao,YunYang,Huiling Long,Yang Meng,Changchun Li,Haitang Hu,Heli Li,ZhanliangYuan,Overridingly increasing vegetation sensitivity to vapor pressuredeficit over  the recent two decades in China ,EcologicalIndicators,2024-04-05,161():-

[9]杨悦,杨贵军*,龙慧灵,张静,陈伟南,高美玲,杨耘,基于遥感时序物候特征的耕地非粮化多模式监测方法,农业工程学报,2024-01-17,40(2):283-294

[10]   张静,杨贵军*,李振洪,雷蕾,刘淼,高美玲,秦岭植被生态空天地遥感监测体系与平台建设构思,中国农业信息,2024-06-01,36(3):151-164

2023年

[1]JingboLi,Guijun Yang*,Hao Yang,Weimeng Xu,Haikuan Feng*,Bo Xu,RiqiangChen,Chengjian Zhang,Han Wang,Orchard classification based onsuper-pixels and deep learning with sparse optical images,Computersand Electronics in Agriculture,2023-11-10,215():-

[2]BoXu,Xiangyuan Wan,Hao Yang,Haikuan Feng,Yuanyuan Fu,Haiyan Cen,Binbin Wang,Zhoufeng Zhang,Siyuan Li,Chunjiang Zhao*,GuijunYang*,TIPS: A three-dimensional phenotypic measurement system forindividual maize tassel based on TreeQSM ,COMPUTERS AND ELECTRONICSIN AGRICULTURE,2023-09-25,212():-

[3]YuZhao,Shaoyu Han,Jie Zheng,Hanyu Xue,Zhenhai Li,Yang Meng,XuguangLi,Xiaodong Yang,Zhenhong Li,Shuhong Cai,GuijunYang*,ChinaWheatYield30m: a 30 m annual winter wheat yield datasetfrom 2016 to 2021 in China,EARTH SYSTEM SCIENCEDATA,2023-09-13,15(9):4047-4063

[4] QiongCao,Chunjiang Zhao,Bingnan Bai,Jie Cai ,Longyue Chen,Fan Wang,BoXu,Dandan Duan*,Ping Jiang,Xiangyu Meng,Guijun Yang*,Oolong teacultivars categorization and germination period classification basedon multispectral information,Frontiers in PlantScience,2023-08-31,14():-

[5] ZihengFeng,Xinyao Ding,Haiyan Zhang,Li He,Jianzhao Duan,XinmingMa,Chunjiang Zhao,Guijun Yang*,Wei Feng*,Spectroscopic detection ofwheat yellow mosaic virus infection based on  invariant shapespectral processing and machine learning,EcologicalIndicators,2023-08-02,154():-

[6]NingQi,Hao Yang,Guowen Shao,Riqiang Chen,Baoguo Wu,Bo Xu,HaikuanFeng,Guijun Yang*,Chunjiang Zhao*,Mapping tea plantations usingmultitemporal spectral features by  harmonised Sentinel-2 andLandsat images in Yingde, China,Computers and Electronics inAgriculture,2023-07-31,212():-

[7]WenjieZhang,Baoguo Wu*,Yi Ren,Guijun Yang*,Regionally Compatible IndividualTree Growth Model under  the Combined Influence of Environmentand Competition,Plants,2023-07-19,12(14):-

[8]JiboYue,Hao Yang,Haikuan Feng,Shaoyu Han,Chengquan Zhou*,Yuanyuan Fu,WeiGuo,Xinming Ma,Hongbo Qiao,Guijun Yang *,Hyperspectral-to-imagetransform and CNN transfer learning enhancing  soybean LCCestimation,Computers and Electronics inAgriculture,2023-07-06,211():-

[9]JinpengCheng,Hao Yang,Jianbo Qi,Shaoyu Han,Zhendong Sun,Haikuan Feng,RiqiangChen,Chengjian Zhang,Jingbo Li,Guijun Yang*,Evaluation of the effectof leaf spatial aggregation on chlorophyll content retrieval inopen-canopy apple orchards,International Journal of Applied EarthObservation and Geoinformation,2023-05-26,121():-

[10]JinpengCheng,Shaoyu Han, Jochem Verrelst ,Chunjiang Zhao,Na Zhang,Yu Zhao ,Lei Lei,Han Wang,Guijun Yang*,Hao Yang*,Deciphering maize verticalleaf area profiles by fusing spectral imagery data and a bell-shapedfunction,International Journal of Applied Earth Observation andGeoinformation,2023-05-21,120():-

[11] JiboYue,Hao Yang,Guijun Yang*,Yuanyuan Fu*,Han Wang,ChengquanZhou,Estimating vertically growing crop above-ground biomass based onUAV  remote sensing,Computers and Electronics inAgriculture,2023-02-21,205():-

[12] HeliLi*,Guijun Yang*,Huiling Long ,Haikuan Feng,Bo Xu,ChunjiangZhao,Estimating characteristic coefficient of vertical leaf nitrogenprofile within wheat canopy from spectral reflectance,Computers andElectronics in Agriculture,2023-02-19,206():-

[13] JinpengCheng,Hao Yang,Jianbo Qi,Zhendong Sun,Shaoyu Han,Haikuan Feng,JingyiJiang,Weimeng Xu,Zhenhong Li,Guijun Yang*,Chunjiang Zhao*,Estimatingcanopy-scale chlorophyll content in apple orchards using a 3Dradiative transfer model and UAV multispectral imagery ,Computers andElectronics in Agriculture,2022-09-24,202():-

[14] ShaoyuHan,Yu Zhao,Jinpeng Cheng,Fa Zhao,Hao Yang,Haikuan Feng,ZhenhaiLi,Xinming Ma,Chunjiang Zhao,Guijun Yang*,Monitoring Key Wheat GrowthVariables by Integrating Phenology and UAV Multispectral Imagery Datainto Random Forest Model,Remote Sensing,2022-08-03,14(15):-

[15] FanWang*,Chunjiang Zhao,Hao Yang,Hongzhe Jiang,Hong Li,GuijunYang*,Non-destructive and in-site estimation of apple quality andmaturity by hyperspectral imaging,Computers and Electronics inAgriculture,2022-07-08,195():-

[16]  刘淼,邱春霞,杨贵军*,杨浩,蔡淑红,朱耀辉,基于日气温特征值与冷/热积量模型耦合的苹果始花期预报模型,中国农业气象,2022-04-20,43(4):295-307

专著

1、农业无人机遥感与应用，科学出版社，2024

2、作物氮素定量遥感与应用，科学出版社，2019

3、农业定量遥感技术与应用，华中科技大学出版社，2025

空天地多源遥感作物生长监测诊断关键技术及应用

稻麦养分定量遥感与测土配方施肥全程智能化服务关键技术及应用

农用无人机及作物智慧管理技术与装备的创制和应用

农田信息空天地协同感知与精准管理技术及应用

作物与土壤养分定量遥感探测机理及关键技术

农业保险多遥感平台精确按图服务技术

基于多源时空信息的农情定量遥感监测关键技术创新与应用

精准农业技术与装备创新团队

河南省科技进步奖，一等

神农中华农业科技奖，二等

浙江省科学技术进步奖，一等

高等学校科学研究优秀成果奖，一等

北京市农林科学院科技创新奖，三等

中国产学研创新成果奖，二等

测绘科技进步奖，一等

科技部重点领域创新团队，团队