Spatio-Temporal Analysis of Heavy Metals in Arid Soils at the Catchment Scale Using Digital Soil Assessment and a Random Forest Model

Spatial characteristics of heavy metal contamination and potential human health risk assessment of urban soils: A case study from an urban region of South India

(2020) Narsimha Adimalla et al.   ECOTOXICOLOGY AND ENVIRONMENTAL SAFETY

Investigation of the spatial and temporal variation of soil salinity using random forests in the central desert of Iran

(2020) Hassan Fathizad et al.   GEODERMA

Spatial prediction of soil organic carbon using machine learning techniques in western Iran

(2020) Hamid Mahmoudzadeh et al.   Geoderma Regional

Spatiotemporal modeling of soil heavy metals and early warnings from scenarios-based prediction

(2020) Mingjiang He et al.   CHEMOSPHERE

Multi-task convolutional neural networks outperformed random forest for mapping soil particle size fractions in central Iran

(2020) R. Taghizadeh-Mehrjardi et al.   GEODERMA

Prediction models of soil heavy metal(loid)s concentration for agricultural land in Dongli: A comparison of regression and random forest

(2020) Huanzhi Wang et al.   ECOLOGICAL INDICATORS

Estimating the distribution trend of soil heavy metals in mining area from HyMap airborne hyperspectral imagery based on ensemble learning

(2020) Kun Tan et al.   JOURNAL OF HAZARDOUS MATERIALS

High resolution middle eastern soil attributes mapping via open data and cloud computing

(2020) Raúl Roberto Poppiel et al.   GEODERMA

Assessing soil organic carbon stocks under land-use change scenarios using random forest models

(2019) K. Nabiollahi et al.   Carbon Management

Comparison between geostatistical and machine learning models as predictors of topsoil organic carbon with a focus on local uncertainty estimation

(2019) Fabio Veronesi et al.   ECOLOGICAL INDICATORS

Some practical aspects of predicting texture data in digital soil mapping

(2019) Alireza Amirian-Chakan et al.   SOIL & TILLAGE RESEARCH

Proximal and remote sensing techniques for mapping of soil contamination with heavy metals

(2018) Tiezhu Shi et al.   APPLIED SPECTROSCOPY REVIEWS

Assessing the effects of slope gradient and land use change on soil quality degradation through digital mapping of soil quality indices and soil loss rate

(2018) K. Nabiollahi et al.   GEODERMA

Modeling soil organic carbon with Quantile Regression: Dissecting predictors' effects on carbon stocks

(2018) Luigi Lombardo et al.   GEODERMA

Evaluating desertification using remote sensing technique and object-oriented classification algorithm in the Iranian central desert

(2018) Hassan Fathizad et al.   JOURNAL OF AFRICAN EARTH SCIENCES

A review of soil heavy metal pollution from industrial and agricultural regions in China: Pollution and risk assessment

(2018) Qianqi Yang et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Assessment of soil heavy metal pollution using stochastic site indicators

(2018) Junyu He et al.   GEODERMA

Comparing the use of training data derived from legacy soil pits and soil survey polygons for mapping soil classes

(2017) Brandon Heung et al.   GEODERMA

Spatio-temporal topsoil organic carbon mapping of a semi-arid Mediterranean region: The role of land use, soil texture, topographic indices and the influence of remote sensing data to modelling

(2017) Calogero Schillaci et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Artificial bee colony feature selection algorithm combined with machine learning algorithms to predict vertical and lateral distribution of soil organic matter in South Dakota, USA

(2017) Ruhollah Taghizadeh-Mehrjardi et al.   Carbon Management

An overview and comparison of machine-learning techniques for classification purposes in digital soil mapping

(2016) Brandon Heung et al.   GEODERMA

MAPPING OF HEAVY METAL CONTAMINATION IN ALLUVIAL SOILS OF THE MIDDLE NILE DELTA OF EGYPT

(2016) Mohamed S. SHOKR et al.   Journal of Environmental Engineering and Landscape Management

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

Digital mapping of soil salinity in Ardakan region, central Iran

(2013) R. Taghizadeh-Mehrjardi et al.   GEODERMA

Multivariate methods and artificial neural networks in the assessment of the response of infaunal assemblages to sediment metal contamination and organic enrichment

(2013) M.D. Subida et al.   SCIENCE OF THE TOTAL ENVIRONMENT

A review of soil heavy metal pollution from mines in China: Pollution and health risk assessment

(2013) Zhiyuan Li et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Distribution and source analysis of aluminum in rivers near Xi’an City, China

(2012) Dongqi Wang et al.   ENVIRONMENTAL MONITORING AND ASSESSMENT

Mapping of Cu and Pb Contaminations in Soil Using Combined Geochemistry, Topography, and Remote Sensing: A Case Study in the Le’an River Floodplain, China

(2012) Yiyun Chen et al.   International Journal of Environmental Research and Public Health

A systematic review on status of lead pollution and toxicity in Iran; Guidance for preventive measures

(2012) Parissa Karrari et al.   DARU-Journal of Pharmaceutical Sciences

Multivariate and geostatistical analyzes of metals in urban soil of Weinan industrial areas, Northwest of China

(2011) Xiaoping Li et al.   ATMOSPHERIC ENVIRONMENT

Removal of heavy metal ions from wastewaters: A review

(2010) Fenglian Fu et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

An improved statistical approach to merge satellite rainfall estimates and raingauge data

(2010) Ming Li et al.   JOURNAL OF HYDROLOGY

Instance selection and classification tree analysis for large spatial datasets in digital soil mapping

(2008) Karsten Schmidt et al.   GEODERMA

Soil organic carbon concentrations and stocks on Barro Colorado Island — Digital soil mapping using Random Forests analysis

(2008) R. Grimm et al.   GEODERMA

Mapping of heavy metal pollution in stream sediments using combined geochemistry, field spectroscopy, and hyperspectral remote sensing: A case study of the Rodalquilar mining area, SE Spain

(2008) Eunyoung Choe et al.   REMOTE SENSING OF ENVIRONMENT

Metals in particle-size fractions of the soils of five European cities

(2007) F. Ajmone-Marsan et al.   ENVIRONMENTAL POLLUTION