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Winter wheat yield prediction using UAV-based multivariate time series data and variate-independent tokenization

Yan Ge Zhichang Zhu Shichao Jin Jingrong Zang Ruinan Zhang Qing Li Zhuangzhuang Sun Shouyang Liu Huanliang Xu Zhaoyu Zhai

Plant Phenomics2025，Vol.7Issue(2)：P.69-80,12.

Plant Phenomics2025，Vol.7Issue(2)：P.69-80,12.DOI:10.1016/j.plaphe.2025.100039

Winter wheat yield prediction using UAV-based multivariate time series data and variate-independent tokenization

Yan Ge ¹Zhichang Zhu ²Shichao Jin ³Jingrong Zang ⁴Ruinan Zhang ⁴Qing Li ⁴Zhuangzhuang Sun ⁴Shouyang Liu ³Huanliang Xu ²Zhaoyu Zhai²

作者信息

1. College of Artificial Intelligence,Nanjing Agricultural University,Nanjing,210095,China College of Engineering,Nanjing Agricultural University,Nanjing,210031,China
2. College of Artificial Intelligence,Nanjing Agricultural University,Nanjing,210095,China
3. Plant Phenomics Research Centre,Academy for Advanced Interdisciplinary Studies,Nanjing Agricultural University,Nanjing,210095,China
4. College of Agriculture,Nanjing Agricultural University,Nanjing,210095,China
折叠

摘要

关键词

Winter wheat/Multivariate fusion/Transformer/Tokenization/Yield prediction

分类

农业科技

引用本文复制引用

Yan Ge,Zhichang Zhu,Shichao Jin,Jingrong Zang,Ruinan Zhang,Qing Li,Zhuangzhuang Sun,Shouyang Liu,Huanliang Xu,Zhaoyu Zhai..Winter wheat yield prediction using UAV-based multivariate time series data and variate-independent tokenization[J].Plant Phenomics,2025,7(2):P.69-80,12.

基金项目

This work was supported by the Natural Science Foundation of Jiangsu Province(Grant No.BK20231004) （Grant No.BK20231004）

the National Natural Science Foundation of China(Grant No.32401697) （Grant No.32401697）

the National Key Research and Development Program of China(2022YFE0116200). （2022YFE0116200）

Plant Phenomics

ISSN：2097-0374

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