Research on time series prediction of microclimate in agrivoltaic systems based on the long short-term memory and attention mechanism

The results indicated that the LSTM-Attention model could effectively captured the complex temporal variations in solar radiation and air temperature within AV systems, especially under varying weather conditions. The study provides theoretical support for improving crop management strategies within AV systems.

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Publication Details

Journal
Frontiers in Plant Science
Published
2026-02-03
DOI
https://doi.org/10.3389/fpls.2026.1755040
Primary Topic
Solar Radiation and Photovoltaics
Type
article
Field-Weighted Citation Impact
0.00
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article

Research on time series prediction of microclimate in agrivoltaic systems based on the long short-term memory and attention mechanism

Jiguang Guo, J.Y. Zhang, Erik H. Murchie, Bingbing Liu et al.
Frontiers in Plant Science
Solar Radiation and Photovoltaics
article

Research on time series prediction of microclimate in agrivoltaic systems based on the long short-term memory and attention mechanism

Jiguang Guo, J.Y. Zhang, Erik H. Murchie, Bingbing Liu, Encai Bao, Maohua Xiao, A. M. Gibbs, Guijun Xu, Cuinan Wu, Chen Yang
article en

Abstract

The results indicated that the LSTM-Attention model could effectively captured the complex temporal variations in solar radiation and air temperature within AV systems, especially under varying weather conditions. The study provides theoretical support for improving crop management strategies within AV systems.

Frontiers in Plant ScienceVol. 17
Nanjing Agricultural University (CN), University of Nottingham (GB), Jiangsu Academy of Agricultural Sciences (CN), Technology Holding (United States) (US), China Power Engineering Consulting Group (China) (CN), Ministry of Agriculture (TN)
Zero hunger
Openalex Percentile: Top 70%
Solar Radiation and Photovoltaics
DOIOpen Access PDFOpenAlex
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Research on time series prediction of microclimate in agrivoltaic systems based on the long short-term memory and attention mechanism — Jiguang Guo, J.Y. Zhang, et al. · Frontiers in Plant Science (2026) | TGRS Research Map | TGRS