Modelling potentially toxic elements in forest soils with vis–NIR spectra and learning algorithms

Employing a Multi-Input Deep Convolutional Neural Network to Derive Soil Clay Content from a Synergy of Multi-Temporal Optical and Radar Imagery Data

(2020) Nikolaos Tziolas et al.   Remote Sensing

Data fusion for the measurement of potentially toxic elements in soil using portable spectrometers

(2020) Dongyun Xu et al.   ENVIRONMENTAL POLLUTION

Effect of Organic Matter Content on the Spectral Signature of Iron Oxides across the VIS–NIR Spectral Region in Artificial Mixtures: An Example from a Red Soil from Israel

(2020) Daniela Heller Pearlshtien et al.   Remote Sensing

Detecting vegetation stress as a soil contamination proxy: a review of optical proximal and remote sensing techniques

(2019) A. Gholizadeh et al.   International Journal of Environmental Science and Technology

Estimation of Arsenic Content in Soil Based on Laboratory and Field Reflectance Spectroscopy

(2019) Wei et al.   SENSORS

Quantification of Hydrocarbon Abundance in Soils Using Deep Learning with Dropout and Hyperspectral Data

(2019) Asmau M. Ahmed et al.   Remote Sensing

Cadmium concentration estimation in peri-urban agricultural soils: Using reflectance spectroscopy, soil auxiliary information, or a combination of both?

(2019) Yongsheng Hong et al.   GEODERMA

Spectroscopic measurements and imaging of soil colour for field scale estimation of soil organic carbon

(2019) Asa Gholizadeh et al.   GEODERMA

Humusica 1, article 4: Terrestrial humus systems and forms — Specific terms and diagnostic horizons

(2018) Augusto Zanella et al.   APPLIED SOIL ECOLOGY

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

(2018) Tiezhu Shi et al.   APPLIED SPECTROSCOPY REVIEWS

Monitoring soil lead and zinc contents via combination of spectroscopy with extreme learning machine and other data mining methods

(2018) Vahid Khosravi et al.   GEODERMA

Rapid prediction of total petroleum hydrocarbons concentration in contaminated soil using vis-NIR spectroscopy and regression techniques

(2018) R.K. Douglas et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Heavy metal-induced stress in rice crops detected using multi-temporal Sentinel-2 satellite images

(2018) Meiling Liu et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Hyperspectral Classification Based on Texture Feature Enhancement and Deep Belief Networks

(2018) Jiaojiao Li et al.   Remote Sensing

Quantitative assessment of soil salinity using multi-source remote sensing data based on the support vector machine and artificial neural network

(2018) Hong Jiang et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Quantitative Determination of Cd in Soil Using Laser-Induced Breakdown Spectroscopy in Air and Ar Conditions

(2018) Xiaodan Liu et al.   MOLECULES

Soil organic carbon and texture retrieving and mapping using proximal, airborne and Sentinel-2 spectral imaging

(2018) Asa Gholizadeh et al.   REMOTE SENSING OF ENVIRONMENT

Multi-scale digital soil mapping with deep learning

(2018) Thorsten Behrens et al.   Scientific Reports

Examining the Performance of PARACUDA-II Data-Mining Engine versus Selected Techniques to Model Soil Carbon from Reflectance Spectra

(2018) Asa Gholizadeh et al.   Remote Sensing

Estimating lead and zinc concentrations in peri-urban agricultural soils through reflectance spectroscopy: Effects of fractional-order derivative and random forest

(2018) Yongsheng Hong et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Spectroscopic-based assessment of the content and geochemical behaviour of arsenic in a highly heterogeneous sulphide-rich mine waste dump

(2017) Vahid Khosravi et al.   Environmental Earth Sciences

3D spectral analysis in the VNIR–SWIR spectral region as a tool for soil classification

(2017) Yaron Ogen et al.   GEODERMA

Online and offline handwritten Chinese character recognition: A comprehensive study and new benchmark

(2017) Xu-Yao Zhang et al.   PATTERN RECOGNITION

Assessment of forest soil contamination in Krakow surroundings in relation to the type of stand

(2016) Ewa Błońska et al.   Environmental Earth Sciences

Analysis of visible and near infrared spectral reflectance for assessing metals in soil

(2016) Paresh H. Rathod et al.   ENVIRONMENTAL MONITORING AND ASSESSMENT

Proximal sensing of Cu in soil and lettuce using portable X-ray fluorescence spectrometry

(2016) Daniel Sacristán et al.   GEODERMA

Using legacy data for correction of soil surface clay content predicted from VNIR/SWIR hyperspectral airborne images

(2016) C. Gomez et al.   GEODERMA

National calibration of soil organic carbon concentration using diffuse infrared reflectance spectroscopy

(2016) Michaël Clairotte et al.   GEODERMA

Improving the prediction of arsenic contents in agricultural soils by combining the reflectance spectroscopy of soils and rice plants

(2016) Tiezhu Shi et al.   International Journal of Applied Earth Observation and Geoinformation

A Memory-Based Learning Approach as Compared to Other Data Mining Algorithms for the Prediction of Soil Texture Using Diffuse Reflectance Spectra

(2016) Asa Gholizadeh et al.   Remote Sensing

Degradation of forest soils in the vicinity of an industrial zone

(2016) L. Pavlů et al.   Soil and Water Research

Detecting the effects of hydrocarbon pollution in the Amazon forest using hyperspectral satellite images

(2015) Paul Arellano et al.   ENVIRONMENTAL POLLUTION

Prediction of soil organic matter using a spatially constrained local partial least squares regression and the Chinese vis-NIR spectral library

(2015) Z. Shi et al.   EUROPEAN JOURNAL OF SOIL SCIENCE

Soil organic carbon and its fractions estimated by visible-near infrared transfer functions

(2015) R. A. Viscarra Rossel et al.   EUROPEAN JOURNAL OF SOIL SCIENCE

Global change pressures on soils from land use and management

(2015) Pete Smith et al.   GLOBAL CHANGE BIOLOGY

Soil biodiversity and human health

(2015) Diana H. Wall et al.   NATURE

Deep learning

(2015) Yann LeCun et al.   NATURE

Development of a hybrid proximal sensing method for rapid identification of petroleum contaminated soils

(2015) Somsubhra Chakraborty et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Estimation of Potentially Toxic Elements Contamination in Anthropogenic Soils on a Brown Coal Mining Dumpsite by Reflectance Spectroscopy: A Case Study

(2015) Asa Gholizadeh et al.   PLoS One

Improving the prediction performance of a large tropical vis-NIR spectroscopic soil library from Brazil by clustering into smaller subsets or use of data mining calibration techniques

(2014) S. R. Araújo et al.   EUROPEAN JOURNAL OF SOIL SCIENCE

Deep Learning-Based Classification of Hyperspectral Data

(2014) Yushi Chen et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Vertical migration of radiocesium and clay mineral composition in five forest soils contaminated by the Fukushima nuclear accident

(2014) Kazumichi Fujii et al.   SOIL SCIENCE AND PLANT NUTRITION

Visible, Near-Infrared, and Mid-Infrared Spectroscopy Applications for Soil Assessment with Emphasis on Soil Organic Matter Content and Quality: State-of-the-Art and Key Issues

(2013) Asa Gholizadeh et al.   APPLIED SPECTROSCOPY

Visible–Near Infrared Spectra as a Proxy for Topsoil Texture and Glacial Boundaries

(2013) Maria Knadel et al.   SOIL SCIENCE SOCIETY OF AMERICA JOURNAL

Visible and Near-Infrared Diffuse Reflectance Spectroscopy for Prediction of Soil Properties near a Copper Smelter

(2012) Xian-Li XIE et al.   PEDOSPHERE

Diffuse reflectance spectroscopy for monitoring potentially toxic elements in the agricultural soils of Changjiang River Delta, China

(2011) Yinxian Song et al.   APPLIED CLAY SCIENCE

Application of Infrared Photoacoustic Spectroscopy in Soil Analysis

(2011) Changwen Du et al.   APPLIED SPECTROSCOPY REVIEWS

Linking chemical elements in forest floor humus (Oh-horizon) in the Czech Republic to contamination sources

(2011) Julie Sucharova et al.   ENVIRONMENTAL POLLUTION

Calibration of visible and near infrared spectroscopy for soil analysis at the field scale on three European farms

(2011) B. Kuang et al.   EUROPEAN JOURNAL OF SOIL SCIENCE

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

Risk assessment of potentially toxic element pollution in soils and rice (Oryza sativa) in a typical area of the Yangtze River Delta

(2009) Xiaoshuai Hang et al.   ENVIRONMENTAL POLLUTION

Visible-near infrared reflectance spectroscopy for assessment of soil properties in a semi-arid area of Turkey

(2009) A. Volkan Bilgili et al.   JOURNAL OF ARID ENVIRONMENTS

Estimation of As and Cu Contamination in Agricultural Soils Around a Mining Area by Reflectance Spectroscopy: A Case Study

(2009) Hong-Yan REN et al.   PEDOSPHERE

Artificial neural network for Cu quantitative determination in soil using a portable Laser Induced Breakdown Spectroscopy system

(2008) Edilene C. Ferreira et al.   SPECTROCHIMICA ACTA PART B-ATOMIC SPECTROSCOPY