Global retrieval of GOME-2 sun-induced chlorophyll fluorescence via neural networks trained on mixed-pixel simulations

• A simulation-trained neural network framework retrieved far-red SIF from GOME-2. • Mixed-pixel SCOPE + MODTRAN simulations supported physically informed model training. • Gridded NN-SIF was consistent across two GOME-2 sensors and with TROPOMI.

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Publication Details

Journal
International Journal of Applied Earth Observation and Geoinformation
Published
2026-05-29
DOI
https://doi.org/10.1016/j.jag.2026.105373
Primary Topic
Remote Sensing in Agriculture
Type
article
Field-Weighted Citation Impact
0.00
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article

Global retrieval of GOME-2 sun-induced chlorophyll fluorescence via neural networks trained on mixed-pixel simulations

Tianli Wang, Z Y Li, Ruilu Gao, Jiaqi Lou et al.
International Journal of Applied Earth Observation and Geoinformation
Remote Sensing in Agriculture
article

Global retrieval of GOME-2 sun-induced chlorophyll fluorescence via neural networks trained on mixed-pixel simulations

Tianli Wang, Z Y Li, Ruilu Gao, Jiaqi Lou, Maofang Gao, Shilei Li, Chen Yang, Yadong Yang, Jianxi Huang
article en

Abstract

• A simulation-trained neural network framework retrieved far-red SIF from GOME-2. • Mixed-pixel SCOPE + MODTRAN simulations supported physically informed model training. • Gridded NN-SIF was consistent across two GOME-2 sensors and with TROPOMI.

International Journal of Applied Earth Observation and GeoinformationVol. 151
Institute of Agricultural Resources and Regional Planning (CN), Southwest Jiaotong University (CN)
Openalex Percentile: Top 6%
Remote Sensing in Agriculture
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