Development of an online prediction system for soil organic matter and soil moisture content based on multi-modal fusion

•A lightweight model based on multimodal feature fusion is proposed.•Deep Pine Plow with Integrated Image and Spectral Acquisition Module Designed.•The prediction of SOM and SM content based on multi-source data was realized.•The effect of soil moisture in the field on image and spectral data was re...

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Veröffentlicht in:	Computers and electronics in agriculture 2024-12, Vol.227, p.109514, Article 109514
Hauptverfasser:	Li, Hao, Song, Yamei, Wang, Zhaoyang, Li, Minzan, Yang, Wei
Format:	Artikel
Sprache:	eng
Schlagworte:	agriculture cameras data collection Deep learning electronics light Multi-modal prediction soil organic matter soil water soil water content SOM Spectral spectral analysis wavelengths
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