Estimation of soil properties using Hyperspectral imaging and Machine learning

Estimation of soil properties using Hyperspectral imaging and Machine learning

Hyperspectral sensors generate vast arrays of spectral bands, offering unprecedented opportunities to estimate soil properties quickly and cost-effectively when integrated into the appropriate machine learning (ML) pipeline. However, the high dimensionality and collinearity inherent to these spectra...

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Bibliographic Details
Main Authors: Eirini Chlouveraki, Nikolaos Katsenios, Aspasia Efthimiadou, Erato Lazarou, Kalliopi Kounani, Eleni Papakonstantinou, Dimitrios Vlachakis, Aikaterini Kasimati, Ioannis Zafeiriou, Borja Espejo-Garcia, Spyros Fountas
Format: Article
Language:English
Published: Elsevier 2025-03-01
Series:Smart Agricultural Technology
Subjects:
Hyperspectral
Soil health monitoring
Collinearity
Feature extraction
Online Access:http://www.sciencedirect.com/science/article/pii/S2772375525000243
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