Proximal sensor data fusion and auxiliary information for tropical soil property prediction: Soil texture

•Does combining proximal sensor always bring synergy for predicting soil texture?•Vis-NIR, NixProTM, and pXRF data were tested for soil texture predictions.•PXRF provided key information to create accurate prediction models.•Smoothed Vis-NIR data preprocessing and dry NixProTM condition positively i...

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Bibliographic Details
Published in:	Geoderma Vol. 422; p. 115936
Main Authors:	Andrade, Renata, Mancini, Marcelo, Teixeira, Anita Fernanda dos Santos, Silva, Sérgio Henrique Godinho, Weindorf, David C., Chakraborty, Somsubhra, Guilherme, Luiz Roberto Guimarães, Curi, Nilton
Format:	Journal Article
Language:	English
Published:	Elsevier B.V 15-09-2022
Subjects:	Machine learning NixProTM Prediction models pXRF Tropical soils Vis-NIR Vis-NIR D NixProTM Bin RPD pXRF I RMSE M O CS SD CV Abs RF Smo Prediction models SH U Machine learning Tropical soils SO PM FD
Online Access:	Get full text
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