Mapping of Soil pH Based on SVM-RFE Feature Selection Algorithm

Mapping of Soil pH Based on SVM-RFE Feature Selection Algorithm

The explicit mapping of spatial soil pH is beneficial to evaluate the effects of land-use changes in soil quality. Digital soil mapping methods based on machine learning have been considered one effective way to predict the spatial distribution of soil parameters. However, selecting optimal environm...

Full description

Bibliographic Details
Main Authors:	Jia Guo, Ku Wang, Shaofei Jin
Format:	Article
Language:	English
Published:	MDPI AG 2022-11-01
Series:	Agronomy
Subjects:	digital soil mapping spatial prediction environment variables feature selection machine learning
Online Access:	https://www.mdpi.com/2073-4395/12/11/2742

Similar Items

Selecting Feature Subsets Based on SVM-RFE and the Overlapping Ratio with Applications in Bioinformatics
by: Xiaohui Lin, et al.
Published: (2017-12-01)

Machine learning and genetic algorithm for mapping soil available phosphorus in coastal provinces in Southeast China
by: Jia Guo, et al.
Published: (2024-09-01)

SVM-RFE: selection and visualization of the most relevant features through non-linear kernels
by: Hector Sanz, et al.
Published: (2018-11-01)

Determination of individual factors associated with hallux valgus using SVM-RFE
by: Hidetoshi Nakao, et al.
Published: (2023-06-01)

The effect of covariates on Soil Organic Matter and pH variability: a digital soil mapping approach using random forest model
by: Yassine Bouslihim, et al.
Published: (2024-04-01)

Integrating Advanced Techniques: RFE-SVM Feature Engineering and Nelder-Mead Optimized XGBoost for Accurate Lung Cancer Prediction
by: Sarah Ayad, et al.
Published: (2025-01-01)

Evaluation of Machine Learning Methods in Digital Mapping of Soil Organic Carbon (part of Khorramabad Plain)
by: H. R. Matinfar, et al.
Published: (2021-02-01)

Digital Mapping of Soil Profile Properties for Precision Agriculture in Developing Countries
by: Antonio López-Castañeda, et al.
Published: (2022-01-01)

Calibrated SoilOptix ® estimates of soil pH and exchangeable cations in three agricultural fields in western Canada – implications for managing spatially variable soil acidity
by: Rebecca Oiza Enesi, et al.
Published: (2024-09-01)

Optimized Soil Moisture Mapping Strategies on the Tibetan Plateau Using Downscaled and Interpolated Maps as Mutual Covariates
by: Mo Zhang, et al.
Published: (2024-10-01)

Classification and prediction of spinal disease based on the SMOTE-RFE-XGBoost model
by: Biao Zhang, et al.
Published: (2023-03-01)

Comparing Soil pH Mapping from Multi-Temporal PlanetScope and Sentinel-2 Data Across Land Use Types
by: Ziyu Wang, et al.
Published: (2025-01-01)

An improved similarity-based approach to predicting and mapping soil organic carbon and soil total nitrogen in a coastal region of northeastern China
by: Shuai Wang, et al.
Published: (2020-05-01)

Extracting Typical Samples Based on Image Environmental Factors to Obtain an Accurate and High-Resolution Soil Type Map
by: Changda Zhu, et al.
Published: (2024-03-01)

Mapping the Depth-to-Soil pH Constraint, and the Relationship with Cotton and Grain Yield at the Within-Field Scale
by: Patrick Filippi, et al.
Published: (2019-05-01)

Variability analysis of soil properties, mapping, and crop test responses in Southern Ethiopia
by: Abass Abdu, et al.
Published: (2023-03-01)

Continental-scale mapping of soil pH with SAR-optical fusion based on long-term earth observation data in google earth engine
by: Yajun Geng, et al.
Published: (2024-08-01)

Fine Resolution Mapping of Soil Organic Carbon in Croplands with Feature Selection and Machine Learning in Northeast Plain China
by: Xianglin Zhang, et al.
Published: (2023-10-01)

In search of pragmatic soil moisture mapping at the field scale: A review
by: Peter Weir, et al.
Published: (2023-12-01)

Digital mapping of soil salinity with time-windows features optimization and ensemble learning model
by: Shuaishuai Shi, et al.
Published: (2025-03-01)

Soil texture fractions modeling and mapping using LS-SVR algorithm
by: M. Jeihouni, et al.
Published: (2020-12-01)

Transferability of Recursive Feature Elimination (RFE)-Derived Feature Sets for Support Vector Machine Land Cover Classification
by: Christopher A. Ramezan
Published: (2022-12-01)

Spatial variability pattern and mapping of selected soil properties in hilly areas of Hindukush range northern, Pakistan
by: Munir Ahmad, et al.
Published: (2018-10-01)

Improved digital mapping of soil texture using the kernel temperature–vegetation dryness index and adaptive boosting
by: Xu Zhai, et al.
Published: (2025-07-01)

An integrated method of selecting environmental covariates for predictive soil depth mapping
by: Yuan-yuan LU, et al.
Published: (2019-02-01)

Soil Compaction in different ages vineyards in Pannonian Croatia. Part II. Modeling spatial variability of soil compaction parameters in vineyard
by: Igor BOGUNOVIĆ, et al.
Published: (2016-06-01)

Recent progress and future prospect of digital soil mapping: A review
by: Gan-lin ZHANG, et al.
Published: (2017-12-01)

Choosing Feature Selection Methods for Spatial Modeling of Soil Fertility Properties at the Field Scale
by: Caner Ferhatoglu, et al.
Published: (2022-07-01)

Continuous Mapping of Soil pH Using Digital Soil Mapping Approach in Europe
by: Ciro Gardi, et al.
Published: (2012-07-01)

SVM-RFE Based Feature Selection and Taguchi Parameters Optimization for Multiclass SVM Classifier
by: Mei-Ling Huang, et al.
Published: (2014-01-01)

Spatial Prediction of Soil Micronutrients using Supervised Self-Organizing Maps
by: Radhakrishnan Thanu Iyer, et al.
Published: (2024-03-01)

A Critical Review of Spatial Predictive Modeling Process in Environmental Sciences with Reproducible Examples in R
by: Jin Li
Published: (2019-05-01)

Soil pH Mapping with an On-The-Go Sensor
by: Jan Seidel, et al.
Published: (2011-01-01)

Digital Mapping of Soil Particle Size Fractions in the Loess Plateau, China, Using Environmental Variables and Multivariate Random Forest
by: Wenjie He, et al.
Published: (2024-02-01)

Fine-resolution mapping of cropland topsoil pH of Southern China and its environmental application
by: Bifeng Hu, et al.
Published: (2024-02-01)

Assessment of spatial variability and mapping of soil properties for sustainable agricultural production using geographic information system techniques (GIS)
by: O.A. Denton, et al.
Published: (2017-01-01)

Efficiency of Geostatistical Approach for Mapping and Modeling Soil Site-Specific Management Zones for Sustainable Agriculture Management in Drylands
by: Ibraheem A. H. Yousif, et al.
Published: (2024-11-01)

Feature selection and classification improvement of Kinnow using SVM classifier
by: Sukhpreet Singh, et al.
Published: (2022-12-01)

Simultaneous Feature Selection and Classification for Data-Adaptive Kernel-Penalized SVM
by: Xin Liu, et al.
Published: (2020-10-01)

Development of a flexible feature selection framework in radiomics-based prediction modeling: Assessment with four real-world datasets
by: Sungsoo Hong, et al.
Published: (2024-11-01)