Modelling soil organic carbon stock distribution across different land-uses in South Africa: A remote sensing and deep learning approach

Digital Mapping of Soil Organic Carbon Using Sentinel Series Data: A Case Study of the Ebinur Lake Watershed in Xinjiang

(2021) Xiaohang Li et al.   Remote Sensing

Prediction of Soil Organic Carbon under Different Land Use Types Using Sentinel-1/-2 Data in a Small Watershed

(2021) Huan Wang et al.   Remote Sensing

Optimizing Carbon Sequestration in Croplands: A Synthesis

(2021) Alexandra Tiefenbacher et al.   Agronomy-Basel

Mapping soil organic carbon stocks and trends with satellite-driven high resolution maps over South Africa

(2021) Zander S. Venter et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Adaptive management in restoration initiatives: Lessons learned from some of South Africa's projects

(2021) Hloniphani Moyo et al.   SOUTH AFRICAN JOURNAL OF BOTANY

A review of uncertainty quantification in deep learning: Techniques, applications and challenges

(2021) Moloud Abdar et al.   Information Fusion

Deep learning in environmental remote sensing: Achievements and challenges

(2020) Qiangqiang Yuan et al.   REMOTE SENSING OF ENVIRONMENT

Combining Multi-Source Data and Machine Learning Approaches to Predict Winter Wheat Yield in the Conterminous United States

(2020) Yumiao Wang et al.   Remote Sensing

Improving the Spatial Prediction of Soil Organic Carbon Content in Two Contrasting Climatic Regions by Stacking Machine Learning Models and Rescanning Covariate Space

(2020) Ruhollah Taghizadeh-Mehrjardi et al.   Remote Sensing

Mapping soil organic carbon at a terrain unit resolution across South Africa

(2020) Roland E. Schulze et al.   GEODERMA

Predicting and Mapping of Soil Organic Carbon Using Machine Learning Algorithms in Northern Iran

(2020) Mostafa Emadi et al.   Remote Sensing

Variation of soil organic carbon and physical properties in relation to land uses in the Yellow River Delta, China

(2020) Shuying Jiao et al.   Scientific Reports

Prediction of soil organic carbon and the C:N ratio on a national scale using machine learning and satellite data: A comparison between Sentinel-2, Sentinel-3 and Landsat-8 images

(2020) Tao Zhou et al.   SCIENCE OF THE TOTAL ENVIRONMENT

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

(2019) K. Nabiollahi et al.   Carbon Management

Sentinel-2 image capacities to predict common topsoil properties of temperate and Mediterranean agroecosystems

(2019) E. Vaudour et al.   REMOTE SENSING OF ENVIRONMENT

Digital soil mapping algorithms and covariates for soil organic carbon mapping and their implications: A review

(2019) Sushil Lamichhane et al.   GEODERMA

Deep learning in remote sensing applications: A meta-analysis and review

(2019) Lei Ma et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND 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

The Trouble with Trees: Afforestation Plans for Africa

(2019) William J. Bond et al.   TRENDS IN ECOLOGY & EVOLUTION

Retrieval of Snow Properties from the Sentinel-3 Ocean and Land Colour Instrument

(2019) Alexander Kokhanovsky et al.   Remote Sensing

Estimation of soil properties from the EU spectral library using long short-term memory networks

(2019) Simranjit Singh et al.   Geoderma Regional

Detection of soil organic matter from laser-induced breakdown spectroscopy (LIBS) and mid-infrared spectroscopy (FTIR-ATR) coupled with multivariate techniques

(2019) Xuebin Xu et al.   GEODERMA

Mapping field-scale soil organic carbon with unmanned aircraft system-acquired time series multispectral images

(2019) Long Guo et al.   SOIL & TILLAGE RESEARCH

A systematic study on the application of scatter-corrective and spectral-derivative preprocessing for multivariate prediction of soil organic carbon by Vis-NIR spectra

(2018) Andre Carnieletto Dotto et al.   GEODERMA

An interval chance-constrained fuzzy modeling approach for supporting land-use planning and eco-environment planning at a watershed level

(2017) Guoliang Ou et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

A survey on deep learning in medical image analysis

(2017) Geert Litjens et al.   MEDICAL IMAGE ANALYSIS

Soil carbon debt of 12,000 years of human land use

(2017) Jonathan Sanderman et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Natural climate solutions

(2017) Bronson W. Griscom et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

A Global Analysis of Sentinel-2A, Sentinel-2B and Landsat-8 Data Revisit Intervals and Implications for Terrestrial Monitoring

(2017) et al.   Remote Sensing

Implications of historical interactions between herbivory and fire for rangeland management in African savannas

(2017) Zander S. Venter et al.   Ecosphere

Uncertainty assessment in ecosystem services analyses: Seven challenges and practical responses

(2017) Perrine Hamel et al.   Ecosystem Services

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

SoilGrids250m: Global gridded soil information based on machine learning

(2017) Tomislav Hengl et al.   PLoS One

Mapping alien and indigenous vegetation in the KwaZulu-Natal Sandstone Sourveld using remotely sensed data

(2016) John Odindi et al.   BOTHALIA

The methods of extracting the contribution of variables in artificial neural network models – Comparison of inherent instability

(2016) Katarzyna Pentoś   COMPUTERS AND ELECTRONICS IN AGRICULTURE

How to build science-action partnerships for local land-use planning and management: lessons from Durban, South Africa

(2016) Jessica Cockburn et al.   ECOLOGY AND SOCIETY

Digital mapping for cost-effective and accurate prediction of the depth and carbon stocks in Indonesian peatlands

(2016) Rudiyanto et al.   GEODERMA

Legacy effects of grassland management on soil carbon to depth

(2016) Susan E. Ward et al.   GLOBAL CHANGE BIOLOGY

Review and meta-analysis of organic matter in cultivated soils in southern Africa

(2016) C. M. Swanepoel et al.   NUTRIENT CYCLING IN AGROECOSYSTEMS

Reforestation or conservation? The attributes of old growth grasslands in South Africa

(2016) Nicholas P. Zaloumis et al.   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES

Impacts of fire and grazing management on South Africa’s moist highland grasslands: A case study of the Steenkampsberg Plateau, Mpumalanga, South Africa

(2015) Ian T. Little et al.   BOTHALIA

Deep learning in neural networks: An overview

(2015) Jürgen Schmidhuber   NEURAL NETWORKS

Predicting forest carbon stocks from high resolution satellite data in dry forests of Zimbabwe: exploring the effect of the red-edge band in forest carbon stocks estimation

(2015) Tawanda Winmore Gara et al.   Geocarto International

How Fast Can Carbon Be Sequestered When Restoring Degraded Subtropical Thicket?

(2014) Anthony J. Mills et al.   RESTORATION ECOLOGY

Differential soil organic carbon storage at forb- and grass-dominated plant communities, 33 years after tallgrass prairie restoration

(2013) Matt D. Ampleman et al.   PLANT AND SOIL

Soil organic carbon stocks in Laos: spatial variations and controlling factors

(2009) VINCENT CHAPLOT et al.   GLOBAL CHANGE BIOLOGY

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

Factors influencing leaf litter decomposition: an intersite decomposition experiment across China

(2008) Guoyi Zhou et al.   PLANT AND SOIL