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

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

植物表型组学（英文）2025，Vol.7Issue(2)：69-80,12.

植物表型组学（英文）2025，Vol.7Issue(2)：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 ¹Zhaoyu Zhai ²Zhichang Zhu ²Shichao Jin ³Jingrong Zang ⁴Ruinan Zhang ⁴Qing Li ⁴Zhuangzhuang Sun ⁴Shouyang Liu ³Huanliang Xu²

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

Key words

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

引用本文复制引用

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

基金项目

This work was supported by the Natural Science Foundation of Jiangsu Province(Grant No.BK20231004),the National Natural Science Foundation of China(Grant No.32401697),and the National Key Research and Development Program of China(2022YFE0116200). （Grant No.BK20231004）

植物表型组学（英文）

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