杨贵军 教授

• 学院： 地质工程与测绘学院
• 性别： 男
• 出生年月：
• 职称： 教授
• 学位： 博士
• 学历：
• 毕业院校： 中国科学院遥感应用研究所
• 联系电话：
• 电子邮箱： guijun.yang@163.com
• 通讯地址：
• 邮编：
• 传真：
• 办公地址：
• 教育经历：

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Artificial Intelligence in Agriculture 副主编、Computers and Electronics in Agriculture“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Remote Sensing of Environment、Field Crops Research、ISPRS Photogrammetry and Remote Sensing 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’s Top 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。

  主要研究领域：

   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

   1、定量遥感，32课时，本科生；

2023年

n  第一作者&通讯作者

[1]     Jingbo Li,Guijun Yang*,Hao Yang,Weimeng Xu,Haikuan Feng*,Bo Xu,Riqiang Chen,Chengjian Zhang,Han Wang,Orchard classification based on super-pixels and deep learning with sparse optical images,Computers and Electronics in Agriculture,2023-11-10,215():-

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

[3]     Yu Zhao,Shaoyu Han,Jie Zheng,Hanyu Xue,Zhenhai Li,Yang Meng,Xuguang Li,Xiaodong Yang,Zhenhong Li,Shuhong Cai,Guijun Yang*,ChinaWheatYield30m: a 30 m annual winter wheat yield dataset from 2016 to 2021 in China,EARTH SYSTEM SCIENCE DATA,2023-09-13,15(9):4047-4063

[4]     Qiong Cao,Chunjiang Zhao,Bingnan Bai,Jie Cai ,Longyue Chen,Fan Wang,Bo Xu,Dandan Duan*,Ping Jiang,Xiangyu Meng,Guijun Yang*,Oolong tea cultivars categorization and germination period classification based on multispectral information,Frontiers in Plant Science,2023-08-31,14():-

[5]     Ziheng Feng,Xinyao Ding,Haiyan Zhang,Li He,Jianzhao Duan,Xinming Ma,Chunjiang Zhao,Guijun Yang*,Wei Feng*,Spectroscopic detection of wheat yellow mosaic virus infection based on  invariant shape spectral processing and machine learning,Ecological Indicators,2023-08-02,154():-

[6]     Ning Qi,Hao Yang,Guowen Shao,Riqiang Chen,Baoguo Wu,Bo Xu,Haikuan Feng,Guijun Yang*,Chunjiang Zhao*,Mapping tea plantations using multitemporal spectral features by  harmonised Sentinel-2 and Landsat images in Yingde, China,Computers and Electronics in Agriculture,2023-07-31,212():-

[7]     Wenjie Zhang,Baoguo Wu*,Yi Ren,Guijun Yang*,Regionally Compatible Individual Tree Growth Model under  the Combined Influence of Environment and Competition,Plants,2023-07-19,12(14):-

[8]     Jibo Yue,Hao Yang,Haikuan Feng,Shaoyu Han,Chengquan Zhou*,Yuanyuan Fu,Wei Guo,Xinming Ma,Hongbo Qiao,Guijun Yang *,Hyperspectral-to-image transform and CNN transfer learning enhancing  soybean LCC estimation,Computers and Electronics in Agriculture,2023-07-06,211():-

[9]     Jinpeng Cheng,Hao Yang,Jianbo Qi,Shaoyu Han,Zhendong Sun,Haikuan Feng,Riqiang Chen,Chengjian Zhang,Jingbo Li,Guijun Yang*,Evaluation of the effect of leaf spatial aggregation on chlorophyll content retrieval in open-canopy apple orchards,International Journal of Applied Earth Observation and Geoinformation,2023-05-26,121():-

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

[11]  Jibo Yue,Hao Yang,Guijun Yang*,Yuanyuan Fu*,Han Wang,Chengquan Zhou,Estimating vertically growing crop above-ground biomass based on UAV  remote sensing,Computers and Electronics in Agriculture,2023-02-21,205():-

[12]  Heli Li*,Guijun Yang*,Huiling Long ,Haikuan Feng,Bo Xu,Chunjiang Zhao,Estimating characteristic coefficient of vertical leaf nitrogen profile within wheat canopy from spectral reflectance,Computers and Electronics in Agriculture,2023-02-19,206():-

[13]  Jinpeng Cheng,Hao Yang,Jianbo Qi,Zhendong Sun,Shaoyu Han,Haikuan Feng,Jingyi Jiang,Weimeng Xu,Zhenhong Li,Guijun Yang*,Chunjiang Zhao*,Estimating canopy-scale chlorophyll content in apple orchards using a 3D radiative transfer model and UAV multispectral imagery ,Computers and Electronics in Agriculture,2022-09-24,202():-

[14]  Shaoyu Han,Yu Zhao,Jinpeng Cheng,Fa Zhao,Hao Yang,Haikuan Feng,Zhenhai Li,Xinming Ma,Chunjiang Zhao,Guijun Yang*,Monitoring Key Wheat Growth Variables by Integrating Phenology and UAV Multispectral Imagery Data into Random Forest Model,Remote Sensing,2022-08-03,14(15):-

[15]  Fan Wang*,Chunjiang Zhao,Hao Yang,Hongzhe Jiang,Hong Li,Guijun Yang*,Non-destructive and in-site estimation of apple quality and maturity by hyperspectral imaging,Computers and Electronics in Agriculture,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

2022年

n  第一作者&通讯作者

[17]  冯海宽,陶惠林,赵钰,杨福芹,樊意广,杨贵军*,利用无人机高光谱估算冬小麦叶绿素含量,光谱学与光谱分析,2022-11-01,42(11):3575-3580

[18]  Yu Zhao,Shaoyu Han,Yang Meng,Haikuan Feng,Zhenhai Li,Jingli Chen,Xiaoyu Song,Yan Zhu,Guijun Yang*,Transfer-Learning-Based Approach for Yield Prediction of Winter Wheat from Planet Data and SAFY Model,Remote Sensing,2022-10-31,14(21):-

[19]  Jing Zhang,Guijun Yang*,liping yang,Zhenhong Li,meiling gao,Chen Yu,Enjun Gong,Huiling Long,Haitang Hu,Dynamic Monitoring of Environmental Quality in the Loess Plateau from 2000 to 2020 Using the Google Earth Engine Platform and the Remote Sensing Ecological Index,Remote Sensing,2022-10-12,14(20):-

[20]  Miao Liu,Yaohui Zhu,Hao Yang,Ruiliang Pu,Chunxia Qiu,Fa Zhao,Shaoyu Han,Weimeng Xu,Yang Meng,Huiling Long,Guijun Yang*,Prediction of apple first flowering date using daily land surface temperature spatio-temporal reconstruction and machine learning,Computers and Electronics in Agriculture,2022-09-22,202():-

[21]  Jingbo Li,Changchun Li,Weimeng Xu,Haikuan Feng,Fa Zhao, Huiling Long,Yang Meng,Weinan Chen,Hao Yang*,Guijun Yang*,Fusion of Optical and SAR Images Based on Deep Learning to Reconstruct Vegetation NDVI Time Series in Cloud-Prone Regions,International Journal of Applied Earth Observation and Geoinformation,2022-08-31,112():-

[22]  Yu Zhao,Yang Meng,Shaoyu Han,Haikuan Feng,Guijun Yang*,Zhenhai Li*,Should phenological information be applied to predict agronomic traits across growth stages of winter wheat?, Crop Journal,2022-08-27,10(5):1346-1352

[23]  陈日强,张成健,徐波,朱耀辉,赵发,韩少宇,杨贵军*,杨浩*,Predicting individual apple tree yield using UAV multi-source remote sensing data and ensemble learning,Computers and Electronics in Agriculture,2022-08-20,201():-

[24]  Fa Zhao,Guijun Yang*,Hao Yang,Weimeng Xu,Yang Meng,Shaoyu Han,Miao Liu,Huiling Long,A Method for Prediction of Winter Wheat Maturity Date Based on MODIS Time Series and Accumulated Temperature,Agriculture,2022-06-29,12(7):-

[25]  Yaohui Zhu,Guijun Yang*,Hao Yang,Liang Guo,Bo Xu,Zhenhai Li,Shaoyu Han,Xicun Zhu,Zhenhong Li,Glyn Jones,Forecasting regional apple first flowering using the sequential model and gridded meteorological data with spatially optimized calibration,Computers and Electronics in Agriculture,2022-05-20,196():-

[26]  Linchao Li,Bin Wang*,Puyu Feng,Deli Liu,Qinsi He,Yajie Zhang,yakai wang,Siyi Li,xiaoliang lu,Chao Yue,Yi Li,Jianqiang He,Hao Feng,Guijun Yang*,Qiang Yu,Developing machine learning models with multi-source environmental data to predict wheat yield in China,Computers and Electronics in Agriculture,2022-04-28,194():-

[27]  Liang Han,Guijun Yang*,Xiaodong Yang,Xiaoyu Song,Bo Xu,Zhenhai Li,Jintao Wu,Hao Yang,Jianwei Wu,An explainable XGBoost model improved by SMOTE-ENN technique for maize lodging detection based on multi-source unmanned aerial vehicle images,Computers and Electronics in Agriculture,2022-04-27,194():-

[28]  Li Zhenhai,ZhaoYu,James Taylor,Rachel Gaulton,Jin Xiuliang,Li Zhenhong,Meng Yang,Chen Pengfei,Wang Chao,Guo Wei,Xu Xingang,Chen Liping*,Yang Guijun*,Comparison and transferability of thermal, temporal and phenological-based in-season predictions of above-ground biomass in wheat crops from proximal crop reflectance data,Remote Sensing of Environment,2022-02-24,273():-Volume 273, May 2022, 112967

[29]  Zhendong Sun,Qilei Zhu,Shangqi Deng,Xu Li,Xueqian Hu,Riqiang Chen,Guowen Shao,Hao Yang*,Guijun Yang*,Estimation of crop residue cover in rice paddies by a dynamic-quadripartite pixel model based on Sentinel-2A data,International Journal of Applied Earth Observation and Geoinformation,2022-02-20,106():-

[30]  Lei Lei,Zhenhong Li,Jintao Wu,Riqiang Chen,Hao Yang*,Guijun Yang*,Extraction of Maize Leaf Base and Inclination Angles Using Terrestrial Laser Scanning (TLS) Data,IEEE Transactions on Geoscience and Remote Sensing,2022-01-11,60():-

[31]  Fa Zhao ,Guijun Yang*,Hao Yang,Yaohui Zhu,Yang Meng,Shaoyu Han,Xinlei Bu,Short and Medium-Term Prediction of Winter Wheat NDVI Based on the DTW–LSTM Combination Method and MODIS Time Series Data,Remote Sensing,2021-11-18,():1-17

[32]  Linchao Li ,Bin Wang, Puyu Feng, Huanhuan Wang, Qinsi He b, Yakai Wang,De Li Liu, Yi Li, Jianqiang He, Hao Feng,Guijun Yang*,Qiang Yu*,Crop yield forecasting and associated optimum lead time analysis based on  multi-source environmental data across China,Agricultural and Forest Meteorology,2021-07-27,2021():-

2021年

n  第一作者&通讯作者

[33]  Yuanyuan Fu, Guijun Yang*, Ruiliang Pu, Zhenhai Li, Heli Li, Xingang Xu, Xiaoyu Song, Xiaodong Yang, Chunjiang Zhao,An overview of crop nitrogen status assessment using hyperspectral remote sensing: Current status and perspectives, European Journal of Agronomy,124,2021,126241

[34]  Linchao Li ,Bin Wang, Puyu Feng, Huanhuan Wang, Qinsi He b, Yakai Wang,De Li Liu, Yi Li, Jianqiang He, Hao Feng,Guijun Yang*,Qiang Yu*,Crop yield forecasting and associated optimum lead time analysis based on  multi-source environmental data across China,Agricultural and Forest Meteorology,2021-07-27,2021():-

[35]  Fa Zhao,Guijun Yang*,Xiaodong Yang,Haiyan Cen,Yaohui Zhu,Shaoyu Han,Hao Yang,Yong He,Chunjiang Zhao,Determination of Key Phenological Phases of Winter Wheat based on the Time-Weighted Dynamic Time Warping Algo-rithm and MODIS Time-series Data,Remote Sensing,2021-05-08,13(9):-

[36]  Yuanyuan Fu,Guijun Yang*,Xiaoyu Song,Zhenhong Li,Xingang Xu,Haikuan Feng,Chunjiang Zhao,Improved Estimation of Winter Wheat Aboveground Biomass  Using Multiscale Textures Extracted from UAV-Based Digital  Images and Hyperspectral Feature Analysis,Remote Sensing,2021-02-06,13(4):-

[37]  张凝,杨贵军*,赵春江,张竞成,杨小冬,潘瑜春,黄文江,徐波,作物病虫害高光谱遥感进展与展望,遥感学报,2021-01-25,2021(25（1）):403-422

[38]  董震,杨贵军*,孙林,杨浩,朱耀辉,雷蕾,陈日强,张成健,刘淼,多层离散各向异性辐射传输模型在玉米叶面积指数垂直分布反演中的应用,浙江大学学报（农业与生命科学版）,2021-08-25,():-

  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