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

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

(2021) Ruhollah Taghizadeh-Mehrjardi et al.   Remote Sensing

Identification of heavy metal pollution sources and its associated risk assessment in an industrial town using the K-means clustering technique

(2021) Niyayesh Khorshidi et al.   APPLIED GEOCHEMISTRY

Assessing the effects of mineral systems-derived exploration targeting criteria for random Forests-based predictive mapping of mineral prospectivity in Ahar-Arasbaran area, Iran

(2021) Mohammad Parsa et al.   ORE GEOLOGY REVIEWS

Improved digital soil mapping with multitemporal remotely sensed satellite data fusion: A case study in Iran

(2020) Solmaz Fathololoumi et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Distribution and Bioavailability of Heavy Metals in Soil Aggregates from the Fenhe River Basin, China

(2020) Minxia Liu et al.   BULLETIN OF ENVIRONMENTAL CONTAMINATION AND TOXICOLOGY

Characteristics of magnetic susceptibility on cropland and pastureland slopes in an area influenced by both wind and water erosion and implications for soil redistribution patterns

(2020) Zihan Ding et al.   SOIL & TILLAGE RESEARCH

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

(2020) Mingjiang He et al.   CHEMOSPHERE

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

Determining the best ISUM (Improved stock unearthing Method) sampling point number to model long-term soil transport and micro-topographical changes in vineyards

(2019) Jesús Rodrigo-Comino et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Selection of terrain attributes and its scale dependency on soil organic carbon prediction

(2019) Zhixing Guo et al.   GEODERMA

Determining the spatial distribution of soil properties using the environmental covariates and multivariate statistical analysis: a case study in semi-arid regions of Iran

(2019) Mojtaba Zeraatpisheh et al.   Journal of Arid Land

Prediction of heavy metals in soils of an arid area based on multi-spectral data

(2019) Qingyu Guan et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

Selecting appropriate machine learning methods for digital soil mapping

(2019) Yones Khaledian et al.   APPLIED MATHEMATICAL MODELLING

Conventional and digital soil mapping in Iran: Past, present, and future

(2019) Mojtaba Zeraatpisheh et al.   CATENA

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

(2018) Tiezhu Shi et al.   APPLIED SPECTROSCOPY REVIEWS

Ants and their nests as indicators for industrial heavy metal contamination

(2018) Oksana Skaldina et al.   ENVIRONMENTAL POLLUTION

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

(2018) Mojtaba Zeraatpisheh et al.   GEODERMA

Spatial Modelling of Gully Erosion Using GIS and R Programing: A Comparison among Three Data Mining Algorithms

(2018) Alireza Arabameri et al.   Applied Sciences-Basel

Use of magnetic susceptibility to assess metals concentration in soils developed on a range of parent materials

(2018) Shamsollah Ayoubi et al.   ECOTOXICOLOGY AND ENVIRONMENTAL SAFETY

Pedotransfer functions for predicting heavy metals in natural soils using magnetic measures and soil properties

(2018) Shamsollah Ayoubi et al.   JOURNAL OF GEOCHEMICAL EXPLORATION

Pollution assessment of heavy metals in soils of India and ecological risk assessment: A state-of-the-art

(2018) Vinod Kumar et al.   CHEMOSPHERE

Integrated GIS and multivariate statistical analysis for regional scale assessment of heavy metal soil contamination: A critical review

(2017) Deyi Hou et al.   ENVIRONMENTAL POLLUTION

Comparing the efficiency of digital and conventional soil mapping to predict soil types in a semi-arid region in Iran

(2017) Mojtaba Zeraatpisheh et al.   GEOMORPHOLOGY

Impacts of geology and land use on magnetic susceptibility and selected heavy metals in surface soils of Mashhad plain, northeastern Iran

(2017) Alireza Karimi et al.   JOURNAL OF APPLIED GEOPHYSICS

Spatial distribution of soil chemical properties in an organic farm in Croatia

(2017) Igor Bogunovic et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Comparison of Multiple Linear Regression, Cubist Regression, and Random Forest Algorithms to Estimate Daily Air Surface Temperature from Dynamic Combinations of MODIS LST Data

(2017) Phan Noi et al.   Remote Sensing

Digital soil mapping: A brief history and some lessons

(2016) Budiman Minasny et al.   GEODERMA

Creating Multi-Temporal Composites of Airborne Imaging Spectroscopy Data in Support of Digital Soil Mapping

(2016) Sanne Diek et al.   Remote Sensing

Spatial distribution and environmental factors of catchment-scale soil heavy metal contamination in the dry-hot valley of Upper Red River in southwestern China

(2015) Xingwu Duan et al.   CATENA

Spatial distribution and pollution assessment of trace metals in surface sediments of Ziqlab Reservoir, Jordan

(2015) Ahmed A. Al-Taani et al.   ENVIRONMENTAL MONITORING AND ASSESSMENT

Comparative performance of six supervised learning methods for the development of models of hard rock pillar stability prediction

(2015) Jian Zhou et al.   NATURAL HAZARDS

Performance evaluation of classification algorithms by k-fold and leave-one-out cross validation

(2015) Tzu-Tsung Wong   PATTERN RECOGNITION

The Split-Apply-Combine Strategy for Data Analysis

(2015) Hadley Wickham   Journal of Statistical Software

Lithogenic and anthropogenic impacts on soil surface magnetic susceptibility in an arid region of Central Iran

(2014) Shamsollah Ayoubi et al.   Archives of Agronomy and Soil Science

A low-cost INS/GPS integration methodology based on random forest regression

(2013) Srujana Adusumilli et al.   EXPERT SYSTEMS WITH APPLICATIONS

Vertical and horizontal distribution of magnetic susceptibility and metal contents in an industrial district of central Iran

(2013) Salman Naimi et al.   JOURNAL OF APPLIED GEOPHYSICS

Industrial contamination of alluvial soils near Fe–Pb mining site revealed by magnetic and geochemical studies

(2012) Diana Jordanova et al.   GEODERMA

Assessment of As and Cd contamination in topsoils of Northern Ghorveh (Western Iran): role of parent material, land use and soil properties

(2011) Mohammad Tahsin Karimi Nezhad et al.   Environmental Earth Sciences

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

Can Contaminant Elements in Soils Be Assessed by Remote Sensing Technology

(2011) Yunzhao Wu et al.   SOIL SCIENCE

Comparing multivariate regression and artificial neural network to predict barley production from soil characteristics in northern Iran

(2011) Shamsollah Ayoubi et al.   Archives of Agronomy and Soil Science

Spatial patterns and variation of soil cadmium in Guangdong Province, China

(2010) H.H. Zhang et al.   JOURNAL OF GEOCHEMICAL EXPLORATION

Digital mapping of soil organic matter stocks using Random Forest modeling in a semi-arid steppe ecosystem

(2010) Martin Wiesmeier et al.   PLANT AND SOIL

Role of deforestation and hillslope position on soil quality attributes of loess-derived soils in Golestan province, Iran

(2009) F. Khormali et al.   AGRICULTURE ECOSYSTEMS & ENVIRONMENT

Spatial soil zinc content distribution from terrain parameters: A GIS-based decision-tree model in Lebanon

(2009) Rania Bou Kheir et al.   ENVIRONMENTAL POLLUTION

Heavy metals in European soils: A geostatistical analysis of the FOREGS Geochemical database

(2008) Luis Rodríguez Lado et al.   GEODERMA

Influence of geological setting on geochemical baselines of trace elements in soils. Application to soils of South–West Spain

(2008) E. Galán et al.   JOURNAL OF GEOCHEMICAL EXPLORATION

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