Combined Use of Vis-NIR and XRF Sensors for Tropical Soil Fertility Analysis: Assessing Different Data Fusion Approaches

Combined Use of Vis-NIR and XRF Sensors for Tropical Soil Fertility Analysis: Assessing Different Data Fusion Approaches

Visible and near infrared (vis-NIR) diffuse reflectance and X-ray fluorescence (XRF) sensors are promising proximal soil sensing (PSS) tools for predicting soil key fertility attributes. This work aimed at assessing the performance of the individual and combined use of vis-NIR and XRF sensors to pre...

Full description

Bibliographic Details
Main Authors:	Tiago Rodrigues Tavares, José Paulo Molin, S. Hamed Javadi, Hudson Wallace Pereira de Carvalho, Abdul Mounem Mouazen
Format:	Article
Language:	English
Published:	MDPI AG 2020-12-01
Series:	Sensors
Subjects:	hybrid laboratory soil testing spectroanalytical techniques precision agriculture proximal soil sensing
Online Access:	https://www.mdpi.com/1424-8220/21/1/148

Similar Items

Effect of X-Ray Tube Configuration on Measurement of Key Soil Fertility Attributes with XRF
by: Tiago Rodrigues Tavares, et al.
Published: (2020-03-01)

Multi-Sensor Approach for Tropical Soil Fertility Analysis: Comparison of Individual and Combined Performance of VNIR, XRF, and LIBS Spectroscopies
by: Tiago Rodrigues Tavares, et al.
Published: (2021-05-01)

Assessing Soil Key Fertility Attributes Using a Portable X-ray Fluorescence: A Simple Method to Overcome Matrix Effect
by: Tiago Rodrigues Tavares, et al.
Published: (2020-06-01)

Predictive Performance of Mobile Vis–NIR Spectroscopy for Mapping Key Fertility Attributes in Tropical Soils through Local Models Using PLS and ANN
by: Mateus Tonini Eitelwein, et al.
Published: (2022-02-01)

Data Fusion of XRF and Vis-NIR Using Outer Product Analysis, Granger–Ramanathan, and Least Squares for Prediction of Key Soil Attributes
by: S. Hamed Javadi, et al.
Published: (2021-05-01)

Use of Vis-NIR and pXRF Spectrometers in Soil Science
by: Gafur GÖZÜKARA
Published: (2021-02-01)

Evaluation of Optimized Preprocessing and Modeling Algorithms for Prediction of Soil Properties Using VIS-NIR Spectroscopy
by: Rebecca-Jo Vestergaard, et al.
Published: (2021-10-01)

Simplifying Sample Preparation for Soil Fertility Analysis by X-ray Fluorescence Spectrometry
by: Tiago Rodrigues Tavares, et al.
Published: (2019-11-01)

Evaluation of Minimum Preparation Sampling Strategies for Sugarcane Quality Prediction by vis-NIR Spectroscopy
by: Lucas de Paula Corrêdo, et al.
Published: (2021-03-01)

Estimating plant-available nutrients with XRF sensors: Towards a versatile analysis tool for soil condition assessment
by: Tiago Rodrigues Tavares, et al.
Published: (2023-11-01)

Evaluating the Precision and Accuracy of Proximal Soil vis–NIR Sensors for Estimating Soil Organic Matter and Texture
by: Nandkishor M. Dhawale, et al.
Published: (2021-08-01)

Assessment of Soil Fertility Using Induced Fluorescence and Machine Learning
by: Louis Longchamps, et al.
Published: (2022-06-01)

vis–NIR and XRF Data Fusion and Feature Selection to Estimate Potentially Toxic Elements in Soil
by: Asa Gholizadeh, et al.
Published: (2021-03-01)

Effectiveness of Different Sample Treatments for the Elemental Characterization of Bees and Beehive Products
by: Maria Luisa Astolfi, et al.
Published: (2020-09-01)

Spectra Fusion of Mid-Infrared (MIR) and X-ray Fluorescence (XRF) Spectroscopy for Estimation of Selected Soil Fertility Attributes
by: Lalit M. Kandpal, et al.
Published: (2022-05-01)

Analysis of Total Soil Nutrient Content with X-ray Fluorescence Spectroscopy (XRF): Assessing Different Predictive Modeling Strategies and Auxiliary Variables
by: Tiago Rodrigues Tavares, et al.
Published: (2023-04-01)

Estimating Forest Soil Properties for Humus Assessment—Is Vis-NIR the Way to Go?
by: Felix Thomas, et al.
Published: (2022-03-01)

Precision Nitrogen Fertilization for Opium Poppy Using Combined Proximal and Remote Sensor Data Fusion
by: Muhammad Abdul Munnaf, et al.
Published: (2023-11-01)

Delineation of Management Zones for Site-Specific Information about Soil Fertility Characteristics through Proximal Sensing of Potato Fields
by: Humna Khan, et al.
Published: (2020-11-01)

Recent applications of tetramethylammonium hydroxide (TMAH) in the sample preparation for elemental analysis by spectroanalytical techniques
by: Uillian Mozart Ferreira Mata Cerqueira, et al.
Published: (2024-02-01)

Integration of Vis–NIR Spectroscopy and Machine Learning Techniques to Predict Eight Soil Parameters in Alpine Regions
by: Chuanli Jiang, et al.
Published: (2023-11-01)

Estimation of Organic Carbon in Anthropogenic Soil by VIS-NIR Spectroscopy: Effect of Variable Selection
by: Lu Xu, et al.
Published: (2020-10-01)

Characterizing and Modeling Tropical Sandy Soils through VisNIR-SWIR, MIR Spectroscopy, and X-ray Fluorescence
by: Luis Augusto Di Loreto Di Raimo, et al.
Published: (2022-09-01)

Prediction of Soil Properties in a Field in Typical Black Soil Areas Using <i>in situ</i> MIR Spectra and Its Comparison with vis-NIR Spectra
by: Jianxin Yin, et al.
Published: (2023-04-01)

Study of an abnormal occurrence of Oxisols in strongly undulated relief in the south of Minas Gerais, Brazil, with support of pXRF and geomorphology
by: Fernanda Almeida Bócoli, et al.
Published: (2021-11-01)

The Brazilian <i>S</i>oil <i>S</i>pectral <i>S</i>ervice (BraSpecS): A User-Friendly System for Global Soil Spectra Communication
by: José A. M. Demattê, et al.
Published: (2022-02-01)

Predicting Soil Properties and Interpreting Vis-NIR Models from across Continental United States
by: Christopher M. Clingensmith, et al.
Published: (2022-04-01)

Terahertz Spectroscopy for Proximal Soil Sensing: An Approach to Particle Size Analysis
by: Volker Dworak, et al.
Published: (2017-10-01)

Performance of a Portable FT-NIR MEMS Spectrometer to Predict Soil Features
by: Simone Priori, et al.
Published: (2022-08-01)

Soil Attributes Mapping with Online Near-Infrared Spectroscopy Requires Spatio-Temporal Local Calibrations
by: Ricardo Canal Filho, et al.
Published: (2023-07-01)

Precision production environments for sugarcane fields
by: Guilherme Martineli Sanches, et al.

In Situ VIS-NIR Spectroscopy for a Basic and Rapid Soil Investigation
by: Guillaume Debaene, et al.
Published: (2023-06-01)

Towards Optimal Variable Selection Methods for Soil Property Prediction Using a Regional Soil Vis-NIR Spectral Library
by: Xianglin Zhang, et al.
Published: (2023-01-01)

Advancing Soil Organic Carbon and Total Nitrogen Modelling in Peatlands: The Impact of Environmental Variable Resolution and vis-NIR Spectroscopy Integration
by: Wanderson de Sousa Mendes, et al.
Published: (2023-07-01)

Spatial and temporal variability of soil electrical conductivity related to soil moisture
by: José Paulo Molin, et al.
Published: (2013-02-01)

Estimation of soil organic matter in Cambisol soil using vis-NIR spectroscopy
by: Diana González-Aguiar, et al.
Published: (2020-07-01)

X-ray fluorescence spectrometry applied to digital mapping of soil fertility attributes in tropical region with elevated spatial variability
by: LUCAS BENEDET, et al.
Published: (2021-09-01)

VIS-NIR, SWIR and LWIR Imagery for Estimation of Ground Bearing Capacity
by: Roemi Fernández, et al.
Published: (2015-06-01)

Espectroscopia VIS-NIR-SWIR na avaliação de solos ao longo de uma topossequência em Piracicaba (SP)
by: José A. M. Demattê, et al.

Potential of VIS-NIR spectroscopy to characterize and discriminate topsoils of different soil types in the Triffa plain (Morocco)
by: Lazaar Ayoub, et al.
Published: (2019-03-01)