Ground Observations and Environmental Covariates Integration for Mapping of Soil Salinity: A Machine Learning-Based Approach

Ground Observations and Environmental Covariates Integration for Mapping of Soil Salinity: A Machine Learning-Based Approach

Soil salinization is a severe danger to agricultural activity in arid and semi-arid areas, reducing crop production and contributing to land destruction. This investigation aimed to utilize machine learning algorithms to predict spatial soil salinity (dS m<sup>−1</sup>) by combining envi...

Full description

Bibliographic Details
Main Authors:	Salman Naimi, Shamsollah Ayoubi, Mojtaba Zeraatpisheh, Jose Alexandre Melo Dematte
Format:	Article
Language:	English
Published:	MDPI AG 2021-11-01
Series:	Remote Sensing
Subjects:	soil salinization machine learning remote and proximal sensing Sentinel-2 MSI SySI soil health
Online Access:	https://www.mdpi.com/2072-4292/13/23/4825

Similar Items

Soil salinity inversion based on differentiated fusion of satellite image and ground spectra
by: Hongyan Chen, et al.
Published: (2021-09-01)

Soil Salinity Mapping Using Machine Learning Algorithms with the Sentinel-2 MSI in Arid Areas, China
by: Jiaqiang Wang, et al.
Published: (2021-01-01)

A PLSR model to predict soil salinity using Sentinel-2 MSI data
by: Sahbeni Ghada
Published: (2021-08-01)

Soil Salinity Inversion of Winter Wheat Areas Based on Satellite-Unmanned Aerial Vehicle-Ground Collaborative System in Coastal of the Yellow River Delta
by: Guanghui Qi, et al.
Published: (2020-11-01)

Soil Salinity Inversion in Coastal Corn Planting Areas by the Satellite-UAV-Ground Integration Approach
by: Guanghui Qi, et al.
Published: (2021-08-01)

Comparison of Different Machine Learning Methods for Predicting Cation Exchange Capacity Using Environmental and Remote Sensing Data
by: Sanaz Saidi, et al.
Published: (2022-09-01)

Assessment of sugarcane harvesting residue effects on soil spectral behavior
by: José A. M. Demattê, et al.
Published: (2016-04-01)

Monitoring of Soil Salinity in Land Destruction Using Remote Sensing Techniques (Ilam Province Case Study)
by: Noorallah Nikpour, et al.
Published: (2021-05-01)

Evaluating the Performance of salt Leaching in Frozen Saline Soils
by: Hamid Zare, et al.
Published: (2022-06-01)

SALINE SOILS IN THE EASTERN PART OF THE YERGENES
by: A. Novikova, et al.
Published: (2011-06-01)

Estimating the effect of water shortage on olive trees by the combination of meteorological and Sentinel-2 data
by: Piero Battista, et al.
Published: (2023-12-01)

Evaluating Drought Effects on Soil: Innovative Soil Salinity Monitoring via SAR Data, Sentinel-2 Imagery, and Machine Learning Algorithms in Kerkennah Archipelago
by: Sarra Hihi, et al.
Published: (2023-09-01)

Mapping Particle Size and Soil Organic Matter in Tropical Soil Based on Hyperspectral Imaging and Non-Imaging Sensors
by: Marcos Rafael Nanni, et al.
Published: (2021-05-01)

Soil moisture and salinity dynamics of drip irrigation in saline-alkali soil of Yellow River basin
by: Yaqi Wang, et al.
Published: (2023-03-01)

Estimating Soil Salinity Using Multiple Spectral Indexes and Machine Learning Algorithm in Songnen Plain, China
by: Yang Han, et al.
Published: (2023-01-01)

Mapping Soil Salinity Risk by Using an Index Approach
by: Abdelwahed Chaaou, et al.
Published: (2022-06-01)

Remote sensing of soil salinization : impact on land management /
by: Metternicht, Graciela Isabel, et al.
Published: (2009)

Capabilities of Hyperspectral Remote Sensing Data to Detect Soil Salinity
by: Abdelrahman Medhat Saleh, et al.
Published: (2021-12-01)

An Enhanced Saline Soil Dielectric Constant Model Used for Remote Sensing Soil Moisture and Salinity Retrieval
by: Liang Gao, et al.
Published: (2024-01-01)

Remote sensing of soil salinization [electronic resource] : impact on land management /
by: Metternicht, Graciela Isabel, et al.
Published: (2009)

Salinity in irrigation and water resources /
by: Yaron, Dan
Published: (1981)

Analysis of Soil Salinization as an Environmental Issue in Latin America
by: Jose Manuel Calderon Pincay, et al.
Published: (2024-01-01)

Mapping the Levels of Soil Salination and Alkalization by Integrating Machining Learning Methods and Soil-Forming Factors
by: Yang Yan, et al.
Published: (2022-06-01)

Digital mapping of soil salinization based on Sentinel-1 and Sentinel-2 data combined with machine learning algorithms
by: Guolin Ma, et al.
Published: (2021-04-01)

Assessing Variation of Soil Quality in Agroecosystem in an Arid Environment Using Digital Soil Mapping
by: Sedigheh Maleki, et al.
Published: (2022-02-01)

Digital Soil Texture Mapping and Spatial Transferability of Machine Learning Models Using Sentinel-1, Sentinel-2, and Terrain-Derived Covariates
by: Reza Mirzaeitalarposhti, et al.
Published: (2022-11-01)

Retrieval of Soil Moisture Content Based on a Modified Hapke Photometric Model: A Novel Method Applied to Laboratory Hyperspectral and Sentinel-2 MSI Data
by: Yuan Zhang, et al.
Published: (2020-07-01)

SOIL SALINITY OF THE SVETLOYAR IRRIGATED MASSIF IN THE VOLGOGRAD REGION IN 2010-S YEARS
by: I. N. Gorokhova, et al.
Published: (2018-07-01)

Evaluation of the Changes of Soil Salinity in South East of Sabzevar Arid Zones by Using the Remote Sensing Datum and GIS
by: abolghasem Dadrasi, et al.
Published: (2006-03-01)

Selecting an optimal configuration for the Soil Moisture and Ocean Salinity mission/
by: 528884 Waldteufel, Philippe, et al.

Mapping Soil Salinity in Boulagh (Saveh) Saline Lands Using Geostatistical Methods
by: Abbas Ahmadi, et al.
Published: (2019-03-01)

Exploring the Potential of Soil Salinity Assessment through Remote Sensing and GIS: Case Study in the Coastal Rural Areas of Bangladesh
by: Billal Hossen, et al.
Published: (2022-10-01)

Mapping and Modelling Spatial Variation in Soil Salinity in the Al Hassa Oasis Based on Remote Sensing Indicators and Regression Techniques
by: Amal Allbed, et al.
Published: (2014-01-01)

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)

Irrigated Agriculture on Saline Soils: A Perspective
by: Anna Tedeschi
Published: (2020-10-01)

Soil Salinity Detection and Mapping in an Environment under Water Stress between 1984 and 2018 (Case of the Largest Oasis in Africa-Morocco)
by: Abdellatif Rafik, et al.
Published: (2022-03-01)

Challenges and Opportunities in Remote Sensing for Soil Salinization Mapping and Monitoring: A Review
by: Ghada Sahbeni, et al.
Published: (2023-05-01)

Using Optical Water Types to Monitor Changes in Optically Complex Inland and Coastal Waters
by: Kristi Uudeberg, et al.
Published: (2019-10-01)

Assessing the Effect of Physicochemical Properties of Saline and Sodic Soil on Soil Microbial Communities
by: Junzhi Gao, et al.
Published: (2022-05-01)

Experimental Investigation of Ground Radiation on Dielectric and Brightness Temperature of Soil Moisture and Soil Salinity
by: Weizhen Wang, et al.
Published: (2020-05-01)