Machine learning and remote sensing techniques applied to estimate soil indicators – Review

Efficient RTM-based training of machine learning regression algorithms to quantify biophysical & biochemical traits of agricultural crops

(2021) Martin Danner et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Extreme climate variability weakens a major tropical agricultural hub

(2020) Carlos E. González-Orozco et al.   ECOLOGICAL INDICATORS

Consolidation effects on relationships among soil erosion properties and soil physical quality indicators

(2020) G.V. Wilson et al.   SOIL & TILLAGE RESEARCH

A calculator to quantify cover crop effects on soil health and productivity

(2020) Jinshi Jian et al.   SOIL & TILLAGE RESEARCH

Review: Cost-Effective Unmanned Aerial Vehicle (UAV) Platform for Field Plant Breeding Application

(2020) GyuJin Jang et al.   Remote Sensing

Experimental Evaluation and Consistency Comparison of UAV Multispectral Minisensors

(2020) Han Lu et al.   Remote Sensing

Opportunities for seagrass research derived from remote sensing: A review of current methods

(2020) Bijeesh Kozhikkodan Veettil et al.   ECOLOGICAL INDICATORS

Monitoring spring phenology of individual tree crowns using drone‐acquired NDVI data

(2020) Dominic Fawcett et al.   Remote Sensing in Ecology and Conservation

Quantifying plant-soil-nutrient dynamics in rangelands: Fusion of UAV hyperspectral-LiDAR, UAV multispectral-photogrammetry, and ground-based LiDAR-digital photography in a shrub-encroached desert grassland

(2020) Joel B. Sankey et al.   REMOTE SENSING OF ENVIRONMENT

The potential of remote sensing and artificial intelligence as tools to improve the resilience of agriculture production systems

(2020) Jinha Jung et al.   CURRENT OPINION IN BIOTECHNOLOGY

Modelling and mapping soil organic carbon stocks in Brazil

(2019) Lucas Carvalho Gomes et al.   GEODERMA

Assessing Correlation of High-Resolution NDVI with Fertilizer Application Level and Yield of Rice and Wheat Crops using Small UAVs

(2019) Senlin Guan et al.   Remote Sensing

Quantitative Estimation of Soil Salinity Using UAV-Borne Hyperspectral and Satellite Multispectral Images

(2019) Jie Hu et al.   Remote Sensing

A review on weed detection using ground-based machine vision and image processing techniques

(2019) Aichen Wang et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Investigating the impact of data normalization on classification performance

(2019) Dalwinder Singh et al.   APPLIED SOFT COMPUTING

How relationships between soil organic matter parameters and soil structure characteristics are affected by the long-term fertilization of a sandy soil

(2019) Vladimír Šimanský et al.   GEODERMA

Geo-Object-Based Soil Organic Matter Mapping Using Machine Learning Algorithms With Multi-Source Geo-Spatial Data

(2019) Tianjun Wu et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Random Forests and Cubist Algorithms for Predicting Shear Strengths of Rockfill Materials

(2019) Jian Zhou et al.   Applied Sciences-Basel

Mapping dynamics of soil organic matter in croplands with MODIS data and machine learning algorithms

(2019) Di Chen et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Ensemble Identification of Spectral Bands Related to Soil Organic Carbon Levels over an Agricultural Field in Southern Ontario, Canada

(2019) Ahmed Laamrani et al.   Remote Sensing

Prediction of Soil Organic Carbon based on Landsat 8 Monthly NDVI Data for the Jianghan Plain in Hubei Province, China

(2019) Yangchengsi Zhang et al.   Remote Sensing

Evaluation of reclamation success in an open-pit coal mine using integrated soil physical, chemical and biological quality indicators

(2019) Yamileth Domínguez-Haydar et al.   ECOLOGICAL INDICATORS

Spatial-Temporal Changes in Soil Organic Carbon and pH in the Liaoning Province of China: A Modeling Analysis Based on Observational Data

(2019) Li Qi et al.   Sustainability

Soil Organic Carbon Mapping Using Multispectral Remote Sensing Data: Prediction Ability of Data with Different Spatial and Spectral Resolutions

(2019) Daniel Žížala et al.   Remote Sensing

Assessing the effects of deforestation and intensive agriculture on the soil quality through digital soil mapping

(2019) Mojtaba Zeraatpisheh et al.   GEODERMA

Machine learning approaches for crop yield prediction and nitrogen status estimation in precision agriculture: A review

(2018) Anna Chlingaryan et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Managing the salinization and drainage problems of irrigated areas through remote sensing and GIS techniques

(2018) Ajay Singh   ECOLOGICAL INDICATORS

High resolution mapping of soil organic carbon stocks using remote sensing variables in the semi-arid rangelands of eastern Australia

(2018) Bin Wang et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Soil quality – A critical review

(2018) Else K. Bünemann et al.   SOIL BIOLOGY & BIOCHEMISTRY

European long-term field experiments: knowledge gained about alternative management practices

(2018) T. Sandén et al.   SOIL USE AND MANAGEMENT

Soil quality change 50 years after forestland conversion to tea farming

(2018) Azadeh Gholoubi et al.   Soil Research

Integration of high resolution remotely sensed data and machine learning techniques for spatial prediction of soil properties and corn yield

(2018) Sami Khanal et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

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

(2018) Mojtaba Zeraatpisheh et al.   GEODERMA

Machine Learning in Agriculture: A Review

(2018) Konstantinos Liakos et al.   SENSORS

Spatiotemporal Variability of Soil Nitrogen in Relation to Environmental Factors in a Low Hilly Region of Southeastern China

(2018) Shan He et al.   International Journal of Environmental Research and Public Health

Attribution of crop yield responses to application of organic amendments: A critical review

(2018) Corinne Celestina et al.   SOIL & TILLAGE RESEARCH

Incorporation of satellite remote sensing pan-sharpened imagery into digital soil prediction and mapping models to characterize soil property variability in small agricultural fields

(2017) Yiming Xu et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Estimating decay dynamics for enzyme activities in soils from different ecosystems

(2017) Joshua Schimel et al.   SOIL BIOLOGY & BIOCHEMISTRY

Impact of 25 years of inorganic fertilization on diazotrophic abundance and community structure in an acidic soil in southern China

(2017) Chao Wang et al.   SOIL BIOLOGY & BIOCHEMISTRY

Soil health - What should the doctor order?

(2017) M. Wood et al.   SOIL USE AND MANAGEMENT

High Resolution Mapping of Soil Properties Using Remote Sensing Variables in South-Western Burkina Faso: A Comparison of Machine Learning and Multiple Linear Regression Models

(2017) Gerald Forkuor et al.   PLoS One

Remote estimation of soil organic matter content in the Sanjiang Plain, Northest China: The optimal band algorithm versus the GRA-ANN model

(2016) Xiuliang Jin et al.   AGRICULTURAL AND FOREST METEOROLOGY

Selection of biological indicators appropriate for European soil monitoring

(2016) D. Stone et al.   APPLIED SOIL ECOLOGY

Rapid assessment of soil organic matter: Soil color analysis and Fourier transform infrared spectroscopy

(2016) Karen Baumann et al.   GEODERMA

Characterization of Soil Erosion Indicators Using Hyperspectral Data From a Mediterranean Rainfed Cultivated Region

(2016) Thomas Schmid et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

A comparative assessment of support vector regression, artificial neural networks, and random forests for predicting and mapping soil organic carbon stocks across an Afromontane landscape

(2015) Kennedy Were et al.   ECOLOGICAL INDICATORS

The role of soil properties and it’s interaction towards quality plant fiber: A review

(2015) H.P.S. Abdul Khalil et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Spatial prediction of soil organic matter content integrating artificial neural network and ordinary kriging in Tibetan Plateau

(2014) Fuqiang Dai et al.   ECOLOGICAL INDICATORS

Field method for rapid quantification of labile organic carbon in hyper-arid desert soils validated by two thermal methods

(2014) Lauren E. Fletcher et al.   International Journal of Astrobiology

Long-term effects of mineral fertilizers on soil microorganisms – A review

(2014) Daniel Geisseler et al.   SOIL BIOLOGY & BIOCHEMISTRY

The critical soil P levels for crop yield, soil fertility and environmental safety in different soil types

(2013) Zhaohai Bai et al.   PLANT AND SOIL

Closing yield gaps through nutrient and water management

(2012) Nathaniel D. Mueller et al.   NATURE

Development of spectral indices for detecting and identifying plant diseases

(2012) A.-K. Mahlein et al.   REMOTE SENSING OF ENVIRONMENT

The assessment of spatial distribution of soil salinity risk using neural network

(2011) Akmal Akramkhanov et al.   ENVIRONMENTAL MONITORING AND ASSESSMENT

On the use of statistical models to predict crop yield responses to climate change

(2010) David B. Lobell et al.   AGRICULTURAL AND FOREST METEOROLOGY

Use of indicators and pore volume-function characteristics to quantify soil physical quality

(2009) W.D. Reynolds et al.   GEODERMA