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Enhancing soil organic carbon estimation with generative AI and Nix color sensor

Abstract Soil organic carbon (SOC) is a key indicator of soil health, yet conventional laboratory assays are labor-intensive and costly. This study investigates a rapid and low-cost alternative by using a handheld Nix Spectro 2 Color Sensor, which captured high-resolution color data from air-dried s...

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Principais autores: Rachna Singh, Mriganka De, Rintu Banerjee, Anshuman Nayak, Shubhadip Dasgupta, Ayan Das, Subhadip Dey, Asim Biswas, David C. Weindorf, Somsubhra Chakraborty
Formato: Artigo
Idioma:Inglês
Publicado em: Nature Portfolio 2025-11-01
coleção:Scientific Reports
Assuntos:
Soil color
Soil organic carbon
Nix color sensor
Random forest
Artificial intelligence
GMM
Acesso em linha:https://doi.org/10.1038/s41598-025-24236-9
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