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智慧农业系
程金鹏,男,1992年生,中共党员,工学博士,研究员。主要从事智慧农业、定量遥感、无人机遥感与植物表型研究。“Plant Phenomics”期刊青年编委,ISPRS Journal of Photogrammetry and Remote Sensing、Plant Phenomics等期刊审稿人。
Email: jpeng_cheng@163.com、chengjp@henau.edu.cn

教育经历:
2013.09-2017.06 河南农业大学   学士学位;
2017.09-2019.06 河南农业大学   硕士学位;
2019.09-2023.06 北京林业大学   博士学位;
(攻读博士学位期间于国家农业信息化工程技术研究中心联合培养)
工作经历:
2023.09-至今,河南农业大学农学院 
项目/课题:
  1. 国家自然科学基金青年基金:玉米叶绿素含量垂直分布的动态建模与厘米级分辨率遥感反演,2025.01~2027.12,主持,30万;
  2. 国家资助博士后研究人员计划项目:面向玉米规模化育种的抗南方锈病品种高通量表型鉴定研究,2024.01~2025.12,主持,24万;
  3. 河南省科技攻关项目:耦合人工智能和3D辐射传输模型的玉米倒伏监测与灾情评估技术,2024.01~2025.12,主持,10万;
  4. 国家重点研发计划课题:农情参数高分遥感机理模型与定量解析研究,2022.07~2027.06,参与,375万;
  5. 国家重点研发计划子课题:基于无人机平台的水稻冠层形态结构表型获取技术研究,2021.12~2026.11,参与,60万;
  6. 河南省重点研发计划专项项目:小麦智慧农场关键技术研究与应用2024.01~2026.12,参与,150万;
代表性论文:
  1. Zhang J†, Cheng J, Liu C, Wu Q, Xiong S, Yang H, Chang S, Fu Y, Yang M, Zhang S, et al. Enhanced Crop Leaf Area Index Estimation via Random Forest Regression: Bayesian Optimization and Feature Selection Approach. Remote Sensing. 2024; 16(21):3917.
  2. Chang, S.; Yang, G.; Cheng, J.*; Feng, Z.; Fan, Z.; Ma, X.; Li, Y.; Yang, X.*; Zhao, C*. Recognition of wheat rusts in a field environment based on improved DenseNet. Biosystems Engineering 2024, 238, 10-21.
  3. Cheng, J.; Yang, H.; Qi, J.; Han, S.; Sun, Z.; Feng, H.; Chen, R.; Zhang, C.; Li, J.; Yang, G*. 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, 121, 103367.
  4. Cheng, J.; Han, S.; Verrelst, J.; Zhao, C.; Zhang, N.; Zhao, Y.; Lei, L.; Wang, H.; Yang, G*.; Yang, H*. 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, 120, 103355.
  5. Cheng, J.; Yang, H.; Qi, J.; Sun, Z.; Han, S.; Feng, H.; Jiang, J.; Xu, W.; Li, Z.; Yang, G.; et al. Estimating canopy-scale chlorophyll content in apple orchards using a 3D radiative transfer model and UAV multispectral imagery. Computers and Electronics in Agriculture 2022, 202, 107401.
  6. Cheng, J.; Yang, G.; Xu, W.; Feng, H.; Han, S.; Liu, M.; Zhao, F.; Zhu, Y.; Zhao, Y.; Wu, B.; et al. Improving the Estimation of Apple Leaf Photosynthetic Pigment Content Using Fractional Derivatives and Machine Learning. Agronomy 2022, 12, 1497.
  7. Han, S.; Zhao, Y.; Cheng, J.; Zhao, F.; Yang, H.; Feng, H.; Li, Z.; Ma, X.; Zhao, C.; Yang, G. Monitoring Key Wheat Growth Variables by Integrating Phenology and UAV Multispectral Imagery Data into Random Forest Model. Remote Sensing 2022, 14, 3723.
  8. Zhang, C.; Chen, Z.; Yang, G.; Xu, B.; Feng, H.; Chen, R.; Qi, N.; Zhang, W.; Zhao, D.; Cheng, J.; et al. Removal of canopy shadows improved retrieval accuracy of individual apple tree crowns LAI and chlorophyll content using UAV multispectral imagery and PROSAIL model. Computers and Electronics in Agriculture 2024, 221, 108959.
  9. Zhao, D.; Xu, T.; Henke, M.; Yang, H.; Zhang, C.; Cheng, J.; Yang, G. A method to rapidly construct 3D canopy scenes for maize and their spectral response evaluation. Computers and Electronics in Agriculture 2024, 224, 109138.
  10. Xu, W.; Li, Z.; Lin, H.; Shao, G.; Zhao, F.; Wang, H.; Cheng, J.; Lei, L.; Chen, R.; Han, S.; et al. Mapping Fruit-Tree Plantation Using Sentinel-1/2 Time Series Images with Multi-Index Entropy Weighting Dynamic Time Warping Method. Remote Sensing 2024, 16, 3390.
  11. Zhu, Y.; Yang, G.; Yang, H.; Zhao, F.; Han, S.; Chen, R.; Zhang, C.; Yang, X.; Liu, M.; Cheng, J.; et al. Estimation of Apple Flowering Frost Loss for Fruit Yield Based on Gridded Meteorological and Remote Sensing Data in Luochuan, Shaanxi Province, China. Remote Sensing 2021, 13, 1630.
  12. 徐伟萌, 杨浩, 李振洪, 程金鹏, 林哈特, 杨贵军. 利用无人机数码影像进行密植型果园单木分割[J]. 武汉大学学报(信息科学版), 2022, 47 (11): 1906-1916.
  13. 梅广源, 李荣, 梅新, 陈日强, 樊意广, 程金鹏, 冯子恒, 陶婷, 赵倩, 赵培钦, 杨小冬. 基于VSURF-CA的小麦条锈病高光谱病情指数估测模型[J]. 中国农业科学, 2024, 57 (03): 484-499.
 
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