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Dynamic maize true leaf area index retrieval with KGCNN and TL and integrated 3D radiative transfer modeling for crop phenotyping

Dan Zhao Guijun Yang Tongyu Xu Fenghua Yu Chengjian Zhang Zhida Cheng Lipeng Ren Hao Yang

Plant Phenomics2025，Vol.7Issue(1)：P.35-48,14.

Plant Phenomics2025，Vol.7Issue(1)：P.35-48,14.DOI:10.1016/j.plaphe.2025.100004

Dynamic maize true leaf area index retrieval with KGCNN and TL and integrated 3D radiative transfer modeling for crop phenotyping

Dan Zhao ¹Guijun Yang ²Tongyu Xu ³Fenghua Yu ³Chengjian Zhang ²Zhida Cheng ²Lipeng Ren ²Hao Yang²

作者信息

1. Key Laboratory of Quantitative Remote Sensing in Agriculture of Ministry of Agriculture and Rural Affairs,Information Technology Research Center,Beijing Academy of Agriculture and Forestry Sciences,Beijing,100097,China School of Information and Electrical Engineering,Shenyang Agricultural University,Shenyang,110866,China
2. Key Laboratory of Quantitative Remote Sensing in Agriculture of Ministry of Agriculture and Rural Affairs,Information Technology Research Center,Beijing Academy of Agriculture and Forestry Sciences,Beijing,100097,China
3. School of Information and Electrical Engineering,Shenyang Agricultural University,Shenyang,110866,China
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摘要

关键词

True LAI/3D radiative transfer model/Knowledge-guided convolutional neural network/Transfer learning technique/Drone-based multispectral

分类

农业科技

引用本文复制引用

Dan Zhao,Guijun Yang,Tongyu Xu,Fenghua Yu,Chengjian Zhang,Zhida Cheng,Lipeng Ren,Hao Yang..Dynamic maize true leaf area index retrieval with KGCNN and TL and integrated 3D radiative transfer modeling for crop phenotyping[J].Plant Phenomics,2025,7(1):P.35-48,14.

基金项目

supported by the National Key Research and Development Program of China(2021YFD2000102) （2021YFD2000102）

the Natural Science Foundation of China(42371373) （42371373）

the Special Fund for Construction of Scientific and Technological Innovation Ability of Beijing Academy of Agriculture and Forestry Sciences(KJCX20230434). （KJCX20230434）

Plant Phenomics

ISSN：2097-0374

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