承担项目
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
  1. 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,
  2. 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
  3. 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
  4. 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
  5. 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
  6. 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
  7. 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
  8. 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
  9. 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
  10. 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
  11. 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

  1. 杨贵军,赵春江,杨小冬,等.粮食生产大数据平台研究进展与展望[J].智慧农业(中英文),2025,7(02):1-12.
  2. Wenjie Zhang, Guijun Yang* et al. The impacts of tree shape, disease distribution and observation geometry on the performances of disease spectral indices of apple trees. REMOTE SENSING OF ENVIRONMENT. 2025-08-16. (SCI一区,IF11.4)
  3. Linchao Li, Guijun Yang* et al. Global warming increases the risk of crop yield failures driven by climate oscillations. ONE EARTH. 2025-07-10. (SCI一区,IF15.3)
  4. Weinan Chen, Guijun Yang* et al. Prediction of wheat stem biomass using a new unified model driven by phenological variable under remote-sensed canopy vegetation index constraints. Artificial Intelligence in Agriculture, 2025-11-22, (SCI一区,IF 12.4)
  5. Weinan Chen, Guijun Yang* et al. Estimating winter wheat biomass by coupling deep learning and hierarchical model using proximal remote sensing data. The Crop Journal, 2025-12-3, (SCI一区,IF5.6 )
  6. Ning Qi, Guijun Yang* et al. Decoupling tea-bud heap structure from non-imaging hyperspectral spectra for accurate single-bud trace biochemistry retrieval. ARTIFICIAL INTELLIGENCE IN AGRICULTURE, 2025-11-28 (SCI一区,IF12.4)
  7. Jinpeng Chen, Guijun Yang* et al. Estimating wheat above-ground biomass by integrating dry matter allocation and phenology information. EUROPEAN JOURNAL OF AGRONOMY, 2025-10-29 (SCI一区,IF5.5)
  8. Jinpeng Chen, Guijun Yang* et al. Exploring the depth of the maize canopy LAI detected by spectroscopy based on simulations and in situ measurements. PLANT PHENOMICS, 2025-10-19.(SCI一区,IF6.4)
  9. Jinpeng Chen, Guijun Yang* et al. Identification of seed maize fields from hyperspectral imagery by fusion of spectral and spatial features. COMPUTERS AND ELECTRONICS IN AGRICULTURE, 2025-09-06. (SCI一区,IF8.9)
  10. Jing Zhang, Guijun Yang* et al. Wheat yield prediction using an enhanced WOFOST with soil stratified hydrothermal module driven by GLASS and ERA5-land products over Yellow River Basin. COMPUTERS AND ELECTRONICS IN AGRICULTURE. 2025-07-05. (SCI一区,IF8.9)
  11. Youming Zhang, Guijun Yang* et al. Field-scale irrigated winter wheat mapping using a novel cross-region slope length index in 3D canopy hydrothermal and spectral feature space. INTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION. 2025-06-12.(SCI一区,IF8.6)
  12. Heli Li, Guijun Yang* et al. Revealing the spectral bands that make generic remote estimates of leaf area index in wheat crop over various interference factors and planting conditions. COMPUTERS AND ELECTRONICS IN AGRICULTURE, 2025-04-29. (SCI一区,IF8.9)
  13. Aohua Tang, Guijun Yang* et al. Estimation of SOC using VNIR and MIR hyperspectral data based on spectral-to-image transforming and multi-channel CNN. COMPUTERS AND ELECTRONICS IN AGRICULTURE. 2025-02-21. (SCI一区,IF8.9)
  14. Jing Zhang, Guijun Yang* et al. Estimation of winter wheat yield by assimilating MODIS LAI and VIC optimized soil moisture into the WOFOST model. EUROPEAN JOURNAL OF AGRONOMY. 2025-01-28. (SCI一区,IF5.5)
  15. Riqiang Chen Guijun Yang* et al. An orchard mapping index and mapping algorithm coupling orchard phenology and green-holding characteristics from time-series sentinel-2 images. COMPUTERS AND ELECTRONICS IN AGRICULTURE. 2024-10-16. (SCI一区,IF8.9)
发明专利

授权作物监测、存储介质、电子设备、数据处理等领域发明专利20余项。部分专利如下:

  1. 一种基于E-INFORM模型的作物冠层结构参数反演方法。 CN202311122301.7
  2. 茶芽密度检测方法及装置。 CN202210247897.2
  3. 茶堆的光谱数据处理方法、装置及电子设备。 CN202510125334.X
  4. 基于遥感图像的植物苗期出苗质量评估方法及装置。 CN202410760939.1
  5. 一种气象环境参数及光谱同步测量系统及方法。 CN202010431602.8
  6. 作物三维动态光谱数据模拟方法及装置。 CN202411482002.9
  7. 高光谱激光雷达传感器。 CN202420458393.X
  8. 光谱反射率实时辐射校正方法及装置。 CN202410845774.8
  9. 图像融合方法、高光谱激光雷达传感器及系统。 CN202410269801.1
  10. 一种农作物长势预测方法及系统。 CN202010307610.1
专著

团队在农业定量遥感、作物表型资讯获取及智慧农业决策等领域深耕多年,总结科研成果并先后出版多部学术专著:

  1. 杨贵军, 等. 《农业定量遥感技术与应用》. 华中科技大学出版社, 2025
  2. 杨贵军, 等. 《农业无人机遥感与应用》. 科学出版社, 2024
  3. 杨贵军, 等. 《作物氮素定量遥感与应用》. 科学出版社, 2019
  4. 杨贵军 . 《农田辐射传输机理与遥感成像模拟》. 北京:气象出版社, 2012