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Advancements and Perspective in the Quantitative Assessment of Soil Salinity Utilizing Remote Sensing and Machine Learning Algorithms: A Review

https://doi.org/10.3390/rs16244812
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Combination of Hyperspectral and Machine Learning to Invert Soil Electrical Conductivity
inferredcites →https://doi.org/10.3390/rs14143389openalex-snapshot
Depth-Specific Soil Electrical Conductivity and NDVI Elucidate Salinity Effects on Crop Development in Reclaimed Marsh Soils
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Extraction of Saline Soil Distributions Using Different Salinity Indices and Deep Neural Networks
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Exploring PlanetScope Satellite Capabilities for Soil Salinity Estimation and Mapping in Arid Regions Oases
inferredcites →https://doi.org/10.3390/rs15082053openalex-snapshot
Prediction of Soil Properties in a Field in Typical Black Soil Areas Using in situ MIR Spectra and Its Comparison with vis-NIR Spectra
inferredcites →https://doi.org/10.3390/rs15092332openalex-snapshot
Comparing Machine Learning Algorithms for Soil Salinity Mapping Using Topographic Factors and Sentinel-1/2 Data: A Case Study in the Yellow River Delta of China
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Challenges and Opportunities in Remote Sensing for Soil Salinization Mapping and Monitoring: A Review
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Ground-Penetrating Radar and Electromagnetic Induction: Challenges and Opportunities in Agriculture
inferredcites →https://doi.org/10.3390/rs15215254openalex-snapshot
Estimation of Soil Salt Content at Different Depths Using UAV Multi-Spectral Remote Sensing Combined with Machine Learning Algorithms
inferredcites →https://doi.org/10.3390/rs15245640openalex-snapshot
Mapping Multi-Depth Soil Salinity Using Remote Sensing-Enabled Machine Learning in the Yellow River Delta, China
inferredcites →https://doi.org/10.3390/rs16081344openalex-snapshot
Deep Learning for Exploring Landslides with Remote Sensing and Geo-Environmental Data: Frameworks, Progress, Challenges, and Opportunities
inferredcites →https://doi.org/10.3390/rs8020088openalex-snapshot
Mapping Complex Urban Land Cover from Spaceborne Imagery: The Influence of Spatial Resolution, Spectral Band Set and Classification Approach
inferredcites →https://doi.org/10.3390/s18113855openalex-snapshot
Mapping Soil Alkalinity and Salinity in Northern Songnen Plain, China with the HJ-1 Hyperspectral Imager Data and Partial Least Squares Regression
inferredcites →https://doi.org/10.3390/s22020546openalex-snapshot
Precise Monitoring of Soil Salinity in China’s Yellow River Delta Using UAV-Borne Multispectral Imagery and a Soil Salinity Retrieval Index
inferredcites →https://doi.org/10.3390/su14127118openalex-snapshot
Assessment of Soil Salinization Risk by Remote Sensing-Based Ecological Index (RSEI) in the Bosten Lake Watershed, Xinjiang in Northwest China
inferredcites →https://doi.org/10.3390/w12030880openalex-snapshot
Quantitative Estimation of Soil Salinization in an Arid Region of the Keriya Oasis Based on Multidimensional Modeling
inferredcites →https://doi.org/10.3390/w14091438openalex-snapshot
Monitoring and Mapping of Soil Salinity on the Exposed Seabed of the Aral Sea, Central Asia
inferredcites →https://doi.org/10.3390/w14101664openalex-snapshot
Salt Accumulation during Cropping Season in an Arid Irrigation Area with Shallow Water Table Depth: A 10-Year Regional Monitoring
inferredcites →https://doi.org/10.5194/soil-9-339-2023openalex-snapshot
The higher relative concentration of K + to Na + in saline water improves soil hydraulic conductivity, salt-leaching efficiency and structural stability
inferredcites →https://doi.org/10.7717/peerj.13306openalex-snapshot
Radar remote sensing-based inversion model of soil salt content at different depths under vegetation

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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