A remote sensing-based strategy for mapping potentially toxic elements of soils: Temporal-spatial-spectral covariates combined with random forest

Strategy for mapping soil salt contents during the bare soil period through a satellite image: Optimal calibration set combined with random forest

(2023) Xibo Xu et al.   CATENA

Spatial prediction and influencing factors identification of potential toxic element contamination in soil of different karst landform regions using integration model

(2023) Bolun Zhang et al.   CHEMOSPHERE

Integration of Sentinel-1/2 and topographic attributes to predict the spatial distribution of soil texture fractions in some agricultural soils of western Iran

(2023) Kamran Azizi et al.   SOIL & TILLAGE RESEARCH

Digital mapping of heavy metals in urban soils: A review and research challenges

(2023) Tiezhu Shi et al.   CATENA

Digital exploration of selected heavy metals using Random Forest and a set of environmental covariates at the watershed scale

(2023) Shohreh Moradpour et al.   JOURNAL OF HAZARDOUS MATERIALS

Spatiotemporal distribution characteristics of potentially toxic elements in agricultural soils across China and associated health risks and driving mechanism

(2023) Guanghui Guo et al.   Science of The Total Environment

Spatial prediction of soil organic matter content using multiyear synthetic images and partitioning algorithms

(2022) Chong Luo et al.   CATENA

Landscape indicators as a tool for explaining heavy metal concentrations in urban streams

(2022) Jieying Huang et al.   LANDSCAPE AND URBAN PLANNING

A joint method to assess pollution status and source-specific human health risks of potential toxic elements in soils

(2022) Wei Wang et al.   ENVIRONMENTAL MONITORING AND ASSESSMENT

Use of modeling to map potentially toxic elements and assess the risk to human health in soils affected by mining activity

(2022) Ésio de Castro Paes et al.   CATENA

VNIR estimation of heavy metals concentrations in suburban soil with multi-scale geographically weighted regression

(2022) Shuangyin Zhang et al.   CATENA

Quantitative determination of auxiliary information for mapping soil heavy metals and soil contamination risk assessment

(2021) Ling Zeng et al.   APPLIED GEOCHEMISTRY

Assessing toxic metal chromium in the soil in coal mining areas via proximal sensing: Prerequisites for land rehabilitation and sustainable development

(2021) Jingzhe Wang et al.   GEODERMA

Predicting heavy metal contents by applying machine learning approaches and environmental covariates in west of Iran

(2021) Kamran Azizi et al.   JOURNAL OF GEOCHEMICAL EXPLORATION

Digital mapping of potentially toxic elements enrichment in soils of Urmia Lake due to water level decline

(2021) Zohreh Alvyar et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Improving Estimates of Soil Salt Content by Using Two-Date Image Spectral Changes in Yinbei, China

(2021) Xibo Xu et al.   Remote Sensing

Estimation of Soil Nutrient Content Using Hyperspectral Data

(2021) Yiping Peng et al.   Agriculture-Basel

Identifying the influencing factors controlling the spatial variation of heavy metals in suburban soil using spatial regression models

(2020) Zihao Wu et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Spatial distribution prediction of soil As in a large-scale arsenic slag contaminated site based on an integrated model and multi-source environmental data

(2020) Geng Liu et al.   ENVIRONMENTAL POLLUTION

Mapping lead concentrations in urban topsoil using proximal and remote sensing data and hybrid statistical approaches

(2020) Tiezhu Shi et al.   ENVIRONMENTAL POLLUTION

Mapping stocks of soil total nitrogen using remote sensing data: A comparison of random forest models with different predictors

(2019) Yue Zhang et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Using deep learning for multivariate mapping of soil with quantified uncertainty

(2019) Alexandre M.J.-C. Wadoux   GEODERMA

Capability of Sentinel-2 MSI data for monitoring and mapping of soil salinity in dry and wet seasons in the Ebinur Lake region, Xinjiang, China

(2019) Jingzhe Wang et al.   GEODERMA

Machine learning-based detection of soil salinity in an arid desert region, Northwest China: A comparison between Landsat-8 OLI and Sentinel-2 MSI

(2019) Jingzhe Wang et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Spectroscopic diagnosis of zinc contaminated soils based on competitive adaptive reweighted sampling algorithm and an improved support vector machine

(2019) Xibo Xu et al.   SPECTROSCOPY LETTERS

Selecting appropriate machine learning methods for digital soil mapping

(2019) Yones Khaledian et al.   APPLIED MATHEMATICAL MODELLING

Feasibility of using visible and near-infrared reflectance spectroscopy to monitor heavy metal contaminants in urban lake sediment

(2018) Qinghu Jiang et al.   CATENA

Hyperspectral sensing of heavy metals in soil and vegetation: Feasibility and challenges

(2018) Fenghe Wang et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Copper distribution in European topsoils: An assessment based on LUCAS soil survey

(2018) Cristiano Ballabio et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Digital mapping of soil properties using multiple machine learning in a semi-arid region, central Iran

(2018) Mojtaba Zeraatpisheh et al.   GEODERMA

Risk assessment of heavy metals in soil based on geographic information system-Kriging technique in Anka, Nigeria

(2018) Onisoya Johnbull et al.   Environmental Engineering Research

An integrated approach to identify quantitative sources and hazardous areas of heavy metals in soils

(2018) Jianshu Lv et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Detection of Rice Phenological Variations under Heavy Metal Stress by Means of Blended Landsat and MODIS Image Time Series

(2018) Biyao Zhang et al.   Remote Sensing

Combining spatial autocorrelation with machine learning increases prediction accuracy of soil heavy metals

(2018) A.P. Sergeev et al.   CATENA

Kriging methods with auxiliary nighttime lights data to detect potentially toxic metals concentrations in soil

(2018) Jinchun Zhen et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Modeling and mapping of cadmium in soils based on qualitative and quantitative auxiliary variables in a cadmium contaminated area

(2017) Shanshan Cao et al.   SCIENCE OF THE TOTAL ENVIRONMENT

A decision-making approach for delineating sites which are potentially contaminated by heavy metals via joint simulation

(2016) Wei-Chih Lin et al.   ENVIRONMENTAL POLLUTION

Estimation of arsenic in agricultural soils using hyperspectral vegetation indices of rice

(2016) Tiezhu Shi et al.   JOURNAL OF HAZARDOUS MATERIALS

Soil as an archive of coal-fired power plant mercury deposition

(2016) José Antonio Rodríguez Martín et al.   JOURNAL OF HAZARDOUS MATERIALS

Prediction of soil heavy metal distribution using Spatiotemporal Kriging with trend model

(2015) Yong Yang et al.   ECOLOGICAL INDICATORS

On the quantitative relationships between environmental parameters and heavy metals pollution in Mediterranean soils using GIS regression-trees: The case study of Lebanon

(2014) R. Bou Kheir et al.   JOURNAL OF GEOCHEMICAL EXPLORATION

Identifying the origins and spatial distributions of heavy metals in soils of Ju country (Eastern China) using multivariate and geostatistical approach

(2014) Jianshu Lv et al.   JOURNAL OF SOILS AND SEDIMENTS

Applications of stochastic models and geostatistical analyses to study sources and spatial patterns of soil heavy metals in a metalliferous industrial district of China

(2014) Buqing Zhong et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Multivariate and geostatistical analyses of the spatial distribution and sources of heavy metals in agricultural soil in Dehui, Northeast China

(2013) Chongyu Sun et al.   CHEMOSPHERE

Factorial kriging and stepwise regression approach to identify environmental factors influencing spatial multi-scale variability of heavy metals in soils

(2013) Jianshu Lv et al.   JOURNAL OF HAZARDOUS MATERIALS

A method for the integration of satellite vegetation activities observations and magnetic susceptibility measurements for monitoring heavy metals in soil

(2012) Mariagrazia D’Emilio et al.   JOURNAL OF HAZARDOUS MATERIALS

Human health risk from soil heavy metal contamination under different land uses near Dabaoshan Mine, Southern China

(2012) Huarong Zhao et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Contribution of Lithologic and Anthropogenic Factors to Surface Soil Heavy Metals in Western Iran Using Multivariate Geostatistical Analyses

(2012) Marzieh Taghipour et al.   SOIL & SEDIMENT CONTAMINATION

In vitro and in vivo approaches for the measurement of oral bioavailability of lead (Pb) in contaminated soils: A review

(2011) Munir Hussain Zia et al.   ENVIRONMENTAL POLLUTION

Spatial Distribution of Magnetic Properties and Selected Heavy Metals in Calcareous Soils as Affected by Land Use in the Isfahan Region, Central Iran

(2011) Z. DANKOUB et al.   PEDOSPHERE

Critical review of chemometric indicators commonly used for assessing the quality of the prediction of soil attributes by NIR spectroscopy

(2010) Véronique Bellon-Maurel et al.   TRAC-TRENDS IN ANALYTICAL CHEMISTRY

Source identification of heavy metals in pastureland by multivariate analysis in NW Spain

(2008) Amaya Franco-Uría et al.   JOURNAL OF HAZARDOUS MATERIALS