☆ 4.7 Review

Digital mapping of GlobalSoilMap soil properties at a broad scale: A review

GEODERMA (2022)

相关参考文献

注意：仅列出部分参考文献，下载原文获取全部文献信息。

Article Geography

Comparison on two case-based reasoning strategies of automatically selecting terrain covariates for digital soil mapping

Peng Liang et al.

Summary: This study fills the knowledge gap in automatic selection of terrain covariates by comparing two representative methods for each case-based reasoning strategy. The experiment, conducted on 191 cases and 38 terrain covariates, concluded that the random forests method adopting the covariate-classification strategy performed the best.

TRANSACTIONS IN GIS (2021)

添加到收藏夹

Article Soil Science

Developing pedotransfer functions to harmonize extractable soil phosphorus content measured with different methods: A case study across the mainland of France

Bifeng Hu et al.

Summary: Phosphorus is essential for living organisms and ecosystems, and accurate information on extractable soil P is crucial for agricultural management and environmental quality. Statistical methods such as partial least squares regression can be used to develop pedotransfer functions for estimating extractable P in soil, with different prediction models observed for calcareous and acidic soils.

GEODERMA (2021)

添加到收藏夹

Article Soil Science

Legacy data-based national-scale digital mapping of key soil properties in India

Nagarjuna N. Reddy et al.

Summary: Mapping soil resources at a national scale in large countries like India is challenging due to limited soil data availability. This study produced digital maps of key soil properties across India using legacy data. The relationships between soil properties, bioclimatic factors, and terrain attributes were quantified, providing valuable information for soil management planning.

GEODERMA (2021)

添加到收藏夹

Article Computer Science, Interdisciplinary Applications

Quantile regression as a generic approach for estimating uncertainty of digital soil maps produced from machine-learning

Babak Kasraei et al.

Summary: This study integrates machine learning-based digital soil mapping with quantile regression to estimate uncertainty in soil predictions. Testing the framework in two case study areas in Canada showed that regardless of the machine learning approach or predicted soil variable, the uncertainty estimates were reliable and stable.

ENVIRONMENTAL MODELLING & SOFTWARE (2021)

添加到收藏夹

Article Soil Science

Evaluating validation strategies on the performance of soil property prediction from regional to continental spectral data

Songchao Chen et al.

Summary: This study evaluated and compared the impact of two validation strategies on model performance at different scales, suggesting one-time random sampling or k-fold cross validation for large datasets and k-fold cross validation and/or repeated random sampling for small datasets would be more robust for spectral predictive model evaluation.

GEODERMA (2021)

添加到收藏夹

Review Soil Science

Perspectives on validation in digital soil mapping of continuous attributes-A review

Kristin Piikki et al.

Summary: The systematic mapping of validation methods used in digital soil mapping (DSM) indicated that while most publications include map validation, essential information such as sampling design and sample support is often lacking in the method descriptions, making interpretation of validation metrics difficult and compromising their usefulness.

SOIL USE AND MANAGEMENT (2021)

添加到收藏夹

Article Remote Sensing

A deep learning method to predict soil organic carbon content at a regional scale using satellite-based phenology variables

Lin Yang et al.

Summary: This study conducted soil organic carbon (SOC) prediction in Anhui province, China using ten-year MODIS MCD12Q2 phenology variables with a convolutional neural network (CNN) model. It was found that adding phenology variables into the pool of environmental variables significantly improved the prediction accuracy of CNN.

INTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION (2021)

添加到收藏夹

Article Geosciences, Multidisciplinary

A system for classifying subsolum geological substrates as a basis for describing soil formation

Alois Simon et al.

Summary: The research introduces a novel geochemical-physical classification system for describing parent material for soil formation, which is based on classical geological surveys and maps, as well as specific field data. By categorizing mineral component groups, different classification units in the geological substrates can be identified.

CATENA (2021)

添加到收藏夹

Article Geosciences, Multidisciplinary

Digital mapping of the soil thickness of loess deposits over a calcareous bedrock in central France

Songchao Chen et al.

Summary: The study tested the prediction of loess thickness (TOL) by coupling a large soil dataset and environmental covariates. Using recursive feature elimination for variable selection and quantile regression forests for spatial modeling, the models showed good performance with reasonable prediction uncertainty. Airborne gamma-ray radiometric data and Sentinel 2 products were identified as important variables for the prediction of TOL.

CATENA (2021)

添加到收藏夹

Article Soil Science

Predicting soil properties in 3D: Should depth be a covariate?

Yuxin Ma et al.

Summary: This study examines the prediction of soil properties at different depths, comparing the 2.5D and 3D models in two regions. Results indicate that both models produce comparable results in terms of depth interval observation validation.

GEODERMA (2021)

添加到收藏夹

Article Soil Science

Improving the spatial prediction of soil salinity in arid regions using wavelet transformation and support vector regression models

Ruhollah Taghizadeh-Mehrjardi et al.

Summary: Using machine learning and digital soil mapping methods, this study predicted and mapped soil salinity in central Iran, with W-SVR performing better in predicting salinity across six depth increments. Topographic derivatives were most relevant for lower soil depth increments, while remote sensing covariates were most relevant for topsoil salinity. Uncertainty analysis showed that W-SVR had higher performance compared to SVR in all depth increments.

GEODERMA (2021)

添加到收藏夹

Article Soil Science

Spatiotemporal modelling of soil organic matter changes in Jiangsu, China between 1980 and 2006 using INLA-SPDE

Xiao-Lin Sun et al.

Summary: The study highlights the importance of understanding spatiotemporal changes in soil conditions for food production, environmental sustainability, and climate change adaptation. The INLA-SPDE model shows promise in accurately predicting soil properties and accounting for uncertainties in spatiotemporal soil modeling. The study recommends the use of INLA-SPDE within a hierarchical model as an effective method in studying spatiotemporal soil change.

GEODERMA (2021)

添加到收藏夹

Article Biodiversity Conservation

Feasibility of the 4 per 1000 aspirational target for soil carbon: A case study for France

Manuel P. Martin et al.

Summary: Increasing soil organic carbon stocks is a promising way to mitigate atmospheric CO2 concentration. In mainland France, achieving a 4 parts per thousand increase in SOC stocks per year for 30 years would require a 30%-40% increase in C inputs to soil. Priorities should focus on increasing NPP returns in unsaturated cropland soils with below target carbon balance and preserving SOC stocks in other land uses. Future data from soil monitoring networks will be crucial in validating these results.

GLOBAL CHANGE BIOLOGY (2021)

添加到收藏夹

Article Environmental Sciences

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

Tao Zhou et al.

Summary: In this study, satellite sensors (Landsat-8, Sentinel-2, and Sentinel-3) were used with machine learning techniques to predict soil organic carbon content and carbon-to-nitrogen ratio in Switzerland. Results showed that models based on Landsat-8 and Sentinel-2 performed better in predicting SOC content, while Sentinel-3 performed better in predicting C:N ratio at coarse resolutions. The study also highlighted the importance of remote sensing variables in soil prediction models of various scales.

SCIENCE OF THE TOTAL ENVIRONMENT (2021)

添加到收藏夹

Article Soil Science

Organic carbon storage potential of cropland topsoils in East China: Indispensable roles of cropping systems and soil managements

Wanzhu Ma et al.

Summary: This study proposes a data-driven approach combining mixture clustering and Random Forest models to estimate the SOC storage potential of cropland topsoil in East China. The results show that cropping systems and soil management practices are the key factors influencing SOC storage potential, and human-induced factors can impact potential for SOC sequestration.

SOIL & TILLAGE RESEARCH (2021)

添加到收藏夹

Article Soil Science

Soils and sustainable development goals of the United Nations: An International Union of Soil Sciences perspective

Rattan Lal et al.

Summary: Strengthening understanding of soil properties and processes at national and regional scales is critical for achieving the United Nations' Sustainable Development Goals (SDGs), while sustainable management of soil health is important for achieving multiple SDGs.

GEODERMA REGIONAL (2021)

添加到收藏夹

Article Soil Science

SoilGrids 2.0: producing soil information for the globe with quantified spatial uncertainty

Laura Poggio et al.

Summary: SoilGrids generates global maps of soil properties using advanced technology and machine learning methods, incorporating soil observations and environmental factors to predict and analyze various soil properties worldwide. The research shows a good predictive performance for global soil properties, but also reveals the need for more soil observation data, especially in high-latitude regions.

SOIL (2021)

添加到收藏夹

Article Soil Science

Updating the Australian digital soil texture mapping (Part 1*): re-calibration of field soil texture class centroids and description of a field soil texture conversion algorithm

Brendan Malone et al.

Summary: Soil texture is a key characteristic affecting soil function, and digital soil mapping is essential for providing reliable soil texture information. Updating the soil texture maps for Australia by merging field descriptions and laboratory data has increased data availability. Research focuses on recalibrating soil texture centroids and using their uncertainty to generate acceptable texture fractions in the Australian soil database.

SOIL RESEARCH (2021)

添加到收藏夹

Article Soil Science

Updating the Australian digital soil texture mapping (Part 2*): spatial modelling of merged field and lab measurements

Brendan Malone et al.

Summary: The study introduces a new method to convert field-measured soil texture categories into quantitative estimates of clay, silt, and sand fractions, with a focus on updating Australian national soil coverages. Through machine learning, the approach predicts soil texture fractions at different depths and addresses uncertainties in the conversion process. The results show improvements in predictive accuracy compared to existing mapping products, highlighting the importance of continually revisiting and updating digital soil maps with evolving methods and efficiencies.

SOIL RESEARCH (2021)

添加到收藏夹

Article Soil Science

Synthetic resampling strategies and machine learning for digital soil mapping in Iran

Ruhollah Taghizadeh-Mehrjardi et al.

EUROPEAN JOURNAL OF SOIL SCIENCE (2020)

添加到收藏夹

Article Soil Science

High-resolution and three-dimensional mapping of soil texture of China

Feng Liu et al.

GEODERMA (2020)

添加到收藏夹

Review Microbiology

Soil microbiomes and climate change

Janet K. Jansson et al.

NATURE REVIEWS MICROBIOLOGY (2020)

添加到收藏夹

Article Soil Science

Digital soil mapping of key GlobalSoilMap properties in Northern Karnataka Plateau

S. Dharumarajan et al.

GEODERMA REGIONAL (2020)

添加到收藏夹

Article Soil Science

Impressions of digital soil maps: The good, the not so good, and making them ever better

Dominique Arrouays et al.

GEODERMA REGIONAL (2020)

添加到收藏夹

Article Soil Science

Digital soil mapping and GlobalSoilMap . Main advances and ways forward

Dominique Arrouays et al.

GEODERMA REGIONAL (2020)

添加到收藏夹

Article Geosciences, Multidisciplinary

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

Mojtaba Zeraatpisheh et al.

CATENA (2020)

添加到收藏夹

Article Soil Science

Assessing countrywide soil organic carbon stock using hybrid machine learning modelling and legacy soil data in Cameroon

Francis B. T. Silatsa et al.

GEODERMA (2020)

添加到收藏夹

Review Geosciences, Multidisciplinary

The colluvium and alluvium problem: Historical review and current state of definitions

Bradley A. Miller et al.

EARTH-SCIENCE REVIEWS (2020)

添加到收藏夹

Article Soil Science

A trustworthiness indicator to select sample points for the individual predictive soil mapping method (iPSM)

Jing Liu et al.

GEODERMA (2020)

添加到收藏夹

Article Soil Science

Comparison of conditioned Latin hypercube and feature space coverage sampling for predicting soil classes using simulation from soil maps

Tianwu Ma et al.

GEODERMA (2020)

添加到收藏夹

Article Soil Science

Feasibility of the 4 per 1000 initiative in Bavaria: A reality check of agricultural soil management and carbon sequestration scenarios

Martin Wiesmeier et al.

GEODERMA (2020)

添加到收藏夹

Article Geosciences, Multidisciplinary

Construction of land surface dynamic feedback for digital soil mapping considering the spatial heterogeneity of rainfall magnitude

Canying Zeng et al.

CATENA (2020)

添加到收藏夹

Article Environmental Sciences

High-resolution digital mapping of soil organic carbon and soil total nitrogen using DEM derivatives, Sentinel-1 and Sentinel-2 data based on machine learning algorithms

Tao Zhou et al.

SCIENCE OF THE TOTAL ENVIRONMENT (2020)

添加到收藏夹

Article Soil Science

Importance and strength of environmental controllers of soil organic carbon changes with scale

K. Adhikari et al.

GEODERMA (2020)

添加到收藏夹

Article Soil Science

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

R. Taghizadeh-Mehrjardi et al.

GEODERMA (2020)

添加到收藏夹

Article Soil Science

Analysing the impact of soil spatial sampling on the performances of Digital Soil Mapping models and their evaluation: A numerical experiment on Quantile Random Forest using clay contents obtained from Vis-NIR-SWIR hyperspectral imagery

P. Lagacherie et al.

GEODERMA (2020)

添加到收藏夹

Article Multidisciplinary Sciences

Spatial validation reveals poor predictive performance of large-scale ecological mapping models

Pierre Ploton et al.

NATURE COMMUNICATIONS (2020)

添加到收藏夹

Article Environmental Sciences

National Scale 3D Mapping of Soil pH Using a Data Augmentation Approach

Pierre Roudier et al.

REMOTE SENSING (2020)

添加到收藏夹

Article Soil Science

Digital soil assessment delivers impact across scales in Australia and the Philippines

Michael J. Grundy et al.

GEODERMA REGIONAL (2020)

添加到收藏夹

Article Soil Science

Soil surveyor knowledge in digital soil mapping and assessment in Australia

Elisabeth N. Bui et al.

GEODERMA REGIONAL (2020)

添加到收藏夹

Article Soil Science

Could airborne gamma-spectrometric data replace lithological maps as co-variates for digital soil mapping of topsoil particle-size distribution? A case study in Western France

Thomas Loiseau et al.

GEODERMA REGIONAL (2020)

添加到收藏夹

Article Soil Science

Operationalising digital soil mapping - Lessons from Australia

Darren Kidd et al.

GEODERMA REGIONAL (2020)

添加到收藏夹

Review Multidisciplinary Sciences

Towards a global-scale soil climate mitigation strategy

W. Amelung et al.

NATURE COMMUNICATIONS (2020)

添加到收藏夹

Review Geosciences, Multidisciplinary

Machine learning for digital soil mapping: Applications, challenges and suggested solutions

Alexandre M. J-C Wadoux et al.

EARTH-SCIENCE REVIEWS (2020)

添加到收藏夹

Article Soil Science

Improvements to the Australian national soil thickness map using an integrated data mining approach

Brendan Malone et al.

GEODERMA (2020)

添加到收藏夹

Article Geosciences, Multidisciplinary

CHLSOC: the Chilean Soil Organic Carbon database, a multi-institutional collaborative effort

Marco Pfeiffer et al.

EARTH SYSTEM SCIENCE DATA (2020)

添加到收藏夹

Review Soil Science

Machine learning and soil sciences: a review aided by machine learning tools

Jose Padarian et al.

SOIL (2020)

添加到收藏夹

Article Soil Science

Increasing organic stocks in agricultural soils: Knowledge gaps and potential innovations

Claire Chenu et al.

SOIL & TILLAGE RESEARCH (2019)

添加到收藏夹

Article Soil Science

Sampling for digital soil mapping: A tutorial supported by R scripts

D. J. Brus

GEODERMA (2019)

添加到收藏夹

Article Soil Science

Comparison of soil texture maps synthetized from standard depth layers with directly compiled products

Annamaria Laborczi et al.

GEODERMA (2019)

添加到收藏夹

Article Soil Science

How far can the uncertainty on a Digital Soil Map be known?: A numerical experiment using pseudo values of clay content obtained from Vis-SWIR hyperspectral imagery

Philippe Lagacherie et al.

GEODERMA (2019)

添加到收藏夹

Review Soil Science

Pedology and digital soil mapping (DSM)

Yuxin Ma et al.

EUROPEAN JOURNAL OF SOIL SCIENCE (2019)

添加到收藏夹

Article Soil Science

Pedotransfer functions for predicting available water capacity in French soils, their applicability domain and associated uncertainty

Mercedes Roman Dobarco et al.

GEODERMA (2019)

添加到收藏夹

Article Soil Science

Mapping topsoil organic carbon concentrations and stocks for Tanzania

Bas Kempen et al.

GEODERMA (2019)

添加到收藏夹

Article Soil Science

Merging country, continental and global predictions of soil texture: Lessons from ensemble modelling in France

Manon Caubet et al.

GEODERMA (2019)

添加到收藏夹

Article Environmental Sciences

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

E. Vaudour et al.

REMOTE SENSING OF ENVIRONMENT (2019)

添加到收藏夹

Review Geosciences, Multidisciplinary

Digital mapping of peatlands - A critical review

Budiman Minasny et al.

EARTH-SCIENCE REVIEWS (2019)

添加到收藏夹

Article Soil Science

Digital mapping of soil carbon fractions with machine learning

Hamza Keskin et al.

GEODERMA (2019)

添加到收藏夹

Article Soil Science

The feasibility of predicting the spatial pattern of soil particle-size distribution using a pedogenesis model

Yuxin Ma et al.

GEODERMA (2019)

添加到收藏夹

Article Environmental Sciences

National estimation of soil organic carbon storage potential for arable soils: A data-driven approach coupled with carbon-landscape zones

Songchao Chen et al.

SCIENCE OF THE TOTAL ENVIRONMENT (2019)

添加到收藏夹

Article Environmental Sciences

High-resolution three-dimensional mapping of soil organic carbon in China: Effects of SoilGrids products on national modeling

Zongzheng Liang et al.

SCIENCE OF THE TOTAL ENVIRONMENT (2019)

添加到收藏夹

Article Green & Sustainable Science & Technology

Mapping of Soils and Land-Related Environmental Attributes in France: Analysis of End-Users' Needs

Anne C. Richer-de-Forges et al.

SUSTAINABILITY (2019)

添加到收藏夹

Article Soil Science

Digital soil mapping based on empirical mode decomposition components of environmental covariates

Xiao-Lin Sun et al.

EUROPEAN JOURNAL OF SOIL SCIENCE (2019)

添加到收藏夹

Review Soil Science

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

Sushil Lamichhane et al.

GEODERMA (2019)

添加到收藏夹

Article Soil Science

Probability mapping of soil thickness by random survival forest at a national scale

Songchao Chen et al.

GEODERMA (2019)

添加到收藏夹

Article Soil Science

Uncertainty assessment of GlobalSoilMap soil available water capacity products: A French case study

M. Roman Dobarco et al.

GEODERMA (2019)

添加到收藏夹

Article Multidisciplinary Sciences

Soil nematode abundance and functional group composition at a global scale

Johan van den Hoogen et al.

NATURE (2019)

添加到收藏夹

Article Geosciences, Multidisciplinary

California forest die-off linked to multi-year deep soil drying in 2012-2015 drought

M. L. Goulden et al.

NATURE GEOSCIENCE (2019)

添加到收藏夹

Review Microbiology

Scientists' warning to humanity: microorganisms and climate change

Ricardo Cavicchioli et al.

NATURE REVIEWS MICROBIOLOGY (2019)

添加到收藏夹

Article Environmental Sciences

Assessing soil organic carbon stock of Wisconsin, USA and its fate under future land use and climate change

Kabindra Adhikari et al.

SCIENCE OF THE TOTAL ENVIRONMENT (2019)

添加到收藏夹

Article Environmental Sciences

Climate and Land-Use Change Effects on Soil Carbon Stocks over 150 Years in Wisconsin, USA

Jingyi Huang et al.

REMOTE SENSING (2019)

添加到收藏夹

Article Soil Science

Relative prediction intervals reveal larger uncertainty in 3D approaches to predictive digital soil mapping of soil properties with legacy data

Travis W. Nauman et al.

GEODERMA (2019)

添加到收藏夹

Article Multidisciplinary Sciences

Comparison of catchment scale 3D and 2.5D modelling of soil organic carbon stocks in Jiangxi Province, PR China

Tobias Rentschler et al.

PLOS ONE (2019)

添加到收藏夹

Article Geosciences, Multidisciplinary

Controlling factors for land productivity under extreme climatic events in continental Europe and the Mediterranean Basin

V. L. Mulder et al.

CATENA (2019)

添加到收藏夹

Article Soil Science

Using deep learning for multivariate mapping of soil with quantified uncertainty

Alexandre M. J. -C. Wadoux

GEODERMA (2019)

添加到收藏夹

Article Remote Sensing

Satellite data integration for soil clay content modelling at a national scale

T. Loiseau et al.

INTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION (2019)

添加到收藏夹

Article Multidisciplinary Sciences

Global distribution of earthworm diversity

Helen R. P. Phillips et al.

SCIENCE (2019)

添加到收藏夹

Article Soil Science

The anatomy of uncertainty for soil pH measurements and predictions: Implications for modellers and practitioners

Z. Libohova et al.

EUROPEAN JOURNAL OF SOIL SCIENCE (2019)

添加到收藏夹

Review Soil Science

Soil organic carbon storage as a key function of soils - A review of drivers and indicators at various scales

Martin Wiesmeier et al.

GEODERMA (2019)

添加到收藏夹

Article Geography, Physical

Evaluating the capability of the Sentinel 2 data for soil organic carbon prediction in croplands

Fabio Castaldi et al.

ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING (2019)

添加到收藏夹

Article Soil Science

Sampling design optimization for soil mapping with random forest

Alexandre M. J-C. Wadoux et al.

GEODERMA (2019)

添加到收藏夹

Article Soil Science

Validation of digital maps derived from spatial disaggregation of legacy soil maps

Yosra Ellili Bargaoui et al.

GEODERMA (2019)

添加到收藏夹

Article Environmental Sciences

Land use and climate change effects on soil organic carbon in North and Northeast China

Yin Zhou et al.

SCIENCE OF THE TOTAL ENVIRONMENT (2019)

添加到收藏夹

Article Soil Science

Soil carbon stocks under different land uses and the applicability of the soil carbon saturation concept

Songchao Chen et al.

SOIL & TILLAGE RESEARCH (2019)

添加到收藏夹

Article Soil Science

Application of Mid-Infrared Spectroscopy in Soil Survey

Cathy A. Seybold et al.

SOIL SCIENCE SOCIETY OF AMERICA JOURNAL (2019)

添加到收藏夹

Article Soil Science

Using deep learning for digital soil mapping

Jose Padarian et al.

SOIL (2019)

添加到收藏夹

Review Soil Science

The need for digital soil mapping in India

S. Dharumarajan et al.

GEODERMA REGIONAL (2019)

添加到收藏夹

Article Soil Science

Multi-source data integration for soil mapping using deep learning

Alexandre M. J-C Wadoux et al.

SOIL (2019)

添加到收藏夹

Article Computer Science, Interdisciplinary Applications

Improving performance of spatio-temporal machine learning models using forward feature selection and target-oriented validation

Hanna Meyer et al.

ENVIRONMENTAL MODELLING & SOFTWARE (2018)

添加到收藏夹

Article Soil Science

Importance of the spatial extent for using soil properties estimated by laboratory VNIR/SWIR spectroscopy: Examples of the clay and calcium carbonate content

C. Gomez et al.

GEODERMA (2018)

添加到收藏夹

Article Soil Science

Mapping rootable depth and root zone plant-available water holding capacity of the soil of sub-Saharan Africa

Johan G. B. Leenaars et al.

GEODERMA (2018)

添加到收藏夹

Article Soil Science

Identification of representative samples from existing samples for digital soil mapping

An Yiming et al.

GEODERMA (2018)

添加到收藏夹

Review Biodiversity Conservation

Digging deeper: A holistic perspective of factors affecting soil organic carbon sequestration in agroecosystems

Rattan Lal

GLOBAL CHANGE BIOLOGY (2018)

添加到收藏夹

Article Environmental Sciences

Projecting Soil Organic Carbon Distribution in Central Chile under Future Climate Scenarios

Luis A. Reyes Rojas et al.

JOURNAL OF ENVIRONMENTAL QUALITY (2018)

添加到收藏夹

Article Environmental Sciences

Geospatial Soil Sensing System (GEOS3): A powerful data mining procedure to retrieve soil spectral reflectance from satellite images

Jose Alexandre Melo Dematte et al.

REMOTE SENSING OF ENVIRONMENT (2018)

添加到收藏夹

Article Multidisciplinary Sciences

A global atlas of the dominant bacteria found in soil

Manuel Delgado-Baquerizo et al.

SCIENCE (2018)

添加到收藏夹

Article Environmental Sciences

Fine resolution map of top- and subsoil carbon sequestration potential in France

Songchao Chen et al.

SCIENCE OF THE TOTAL ENVIRONMENT (2018)

添加到收藏夹

Article Soil Science

Soil Property and Class Maps of the Conterminous United States at 100-Meter Spatial Resolution

Amanda Ramcharan et al.

SOIL SCIENCE SOCIETY OF AMERICA JOURNAL (2018)

添加到收藏夹

Article Geosciences, Multidisciplinary

Including spatial correlation in structural equation modelling of soil properties

Marcos E. Angelini et al.

SPATIAL STATISTICS (2018)

添加到收藏夹

Article Geosciences, Multidisciplinary

The influence of the conversion of grassland to cropland on changes in soil organic carbon and total nitrogen stocks in the Songnen Plain of Northeast China

Xiao-Dong Song et al.

CATENA (2018)

添加到收藏夹

Article Multidisciplinary Sciences

Atmosphere-soil carbon transfer as a function of soil depth

Jerome Balesdent et al.

NATURE (2018)

添加到收藏夹

Article Environmental Sciences

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

Asa Gholizadeh et al.

REMOTE SENSING OF ENVIRONMENT (2018)

添加到收藏夹

Article Multidisciplinary Sciences

Multi-scale digital soil mapping with deep learning

Thorsten Behrens et al.

SCIENTIFIC REPORTS (2018)

添加到收藏夹

Article Multidisciplinary Sciences

Random forest as a generic framework for predictive modeling of spatial and spatio-temporal variables

Tomislav Hengl et al.

PEERJ (2018)

添加到收藏夹

Editorial Material Multidisciplinary Sciences

Put more carbon in soils to meet Paris climate pledges

Cornelia Rumpel et al.

NATURE (2018)

添加到收藏夹

Article Ecology

The carbon sequestration potential of terrestrial ecosystems

Rattan Lal et al.

JOURNAL OF SOIL AND WATER CONSERVATION (2018)

添加到收藏夹

Article Soil Science

No silver bullet for digital soil mapping: country-specific soil organic carbon estimates across Latin America

Mario Guevara et al.

SOIL (2018)

添加到收藏夹

Article Engineering, Environmental

Novel Proximal Sensing for Monitoring Soil Organic C Stocks and Condition

Raphael A. Viscarra Rossel et al.

ENVIRONMENTAL SCIENCE & TECHNOLOGY (2017)

添加到收藏夹

Review Soil Science

Multivariate mapping of soil with structural equation modelling

M. E. Angelini et al.

EUROPEAN JOURNAL OF SOIL SCIENCE (2017)

添加到收藏夹

Article Soil Science

Using quantile regression forest to estimate uncertainty of digital soil mapping products

Kevin Vaysse et al.

GEODERMA (2017)

添加到收藏夹

Article Soil Science

Prediction of topsoil texture for Region Centre (France) applying model ensemble methods

Mercedes Roman Dobarco et al.

GEODERMA (2017)

添加到收藏夹

Article Soil Science

Soil carbon 4 per mille

Budiman Minasny et al.

GEODERMA (2017)

添加到收藏夹

Review Biodiversity Conservation

Review of the ecosystem service implications of mangrove encroachment into salt marshes

Jeffrey J. Kelleway et al.

GLOBAL CHANGE BIOLOGY (2017)

添加到收藏夹

Article Biodiversity Conservation

Soil carbon sequestration potential of permanent pasture and continuous cropping soils in New Zealand

Sam R. McNally et al.

GLOBAL CHANGE BIOLOGY (2017)

添加到收藏夹

Article Multidisciplinary Sciences

The whole-soil carbon flux in response to warming

Caitlin E. Hicks Pries et al.

SCIENCE (2017)

添加到收藏夹

Article Environmental Sciences

Assessing top- and subsoil organic carbon stocks of Low-Input High-Diversity systems using soil and vegetation characteristics

Sam Ottoy et al.

SCIENCE OF THE TOTAL ENVIRONMENT (2017)

添加到收藏夹

Article Environmental Sciences

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

Calogero Schillaci et al.

SCIENCE OF THE TOTAL ENVIRONMENT (2017)

添加到收藏夹

Article Soil Science

Spatial aggregation of soil property predictions in support of local land management

K. Vaysse et al.

SOIL USE AND MANAGEMENT (2017)

添加到收藏夹

Article Multidisciplinary Sciences

Climate change reduces extent of temperate drylands and intensifies drought in deep soils

Daniel R. Schlaepfer et al.

NATURE COMMUNICATIONS (2017)

添加到收藏夹

Article Multidisciplinary Sciences

Global Sequestration Potential of Increased Organic Carbon in Cropland Soils

Robert J. Zomer et al.

SCIENTIFIC REPORTS (2017)

添加到收藏夹

Article Meteorology & Atmospheric Sciences

Mapping the global depth to bedrock for land surface modeling

Wei Shangguan et al.

JOURNAL OF ADVANCES IN MODELING EARTH SYSTEMS (2017)

添加到收藏夹

Review Agriculture, Multidisciplinary

Recent progress and future prospect of digital soil mapping: A review

Zhang Gan-lin et al.

JOURNAL OF INTEGRATIVE AGRICULTURE (2017)

添加到收藏夹

Article Multidisciplinary Sciences

SoilGrids250m: Global gridded soil information based on machine learning

Tomislav Hengl et al.

PLOS ONE (2017)

添加到收藏夹

Article Soil Science

Biopore history determines the microbial community composition in subsoil hotspots

Callum C. Banfield et al.

BIOLOGY AND FERTILITY OF SOILS (2017)

添加到收藏夹

Article Soil Science

Digital soil mapping across the globe

Dominique Arrouays et al.

GEODERMA REGIONAL (2017)

添加到收藏夹

Article Soil Science

Probability mapping of iron pan presence in sandy podzols in South-West France, using digital soil mapping

Anne C. Richer-de-Forges et al.

GEODERMA REGIONAL (2017)

添加到收藏夹

Article Soil Science

3D mapping of soil texture in Scotland

Laura Poggio et al.

GEODERMA REGIONAL (2017)

添加到收藏夹

Article Soil Science

Chile and the Chilean soil grid: A contribution to GlobalSoilMap

J. Padarian et al.

GEODERMA REGIONAL (2017)

添加到收藏夹

Article Agriculture, Multidisciplinary

Soil pH increase under paddy in South Korea between 2000 and 2012

Budiman Minasny et al.

AGRICULTURE ECOSYSTEMS & ENVIRONMENT (2016)

添加到收藏夹

Article Geosciences, Multidisciplinary

Lithology and soil relationships for soil modelling and mapping

Jonathan M. Gray et al.

CATENA (2016)

添加到收藏夹

Article Geosciences, Multidisciplinary

A global spectral library to characterize the world's soil

R. A. Viscarra Rossel et al.

EARTH-SCIENCE REVIEWS (2016)

添加到收藏夹

Review Ecology

A review of methods, data, and models to assess changes in the value of ecosystem services from land degradation and restoration

Katrine Grace Turner et al.

ECOLOGICAL MODELLING (2016)

添加到收藏夹

Article Soil Science

Revealing the scale-specific controls of soil organic matter at large scale in Northeast and North China Plain

Yin Zhou et al.

GEODERMA (2016)

添加到收藏夹

Article Soil Science

Digital soil mapping: A brief history and some lessons

Budiman Minasny et al.

GEODERMA (2016)

添加到收藏夹

Article Soil Science

A similarity-based method for three-dimensional prediction of soil organic matter concentration

Feng Liu et al.

GEODERMA (2016)

添加到收藏夹

Article Soil Science

Comparing regression-based digital soil mapping and multiple-point geostatistics for the spatial extrapolation of soil data

Brendan P. Malone et al.

GEODERMA (2016)

添加到收藏夹

Review Soil Science

Linking soils to ecosystem services - A global review

Kabindra Adhikari et al.

GEODERMA (2016)

添加到收藏夹

Article Soil Science

Total soil organic carbon and carbon sequestration potential in Nigeria

Stephen I. C. Akpa et al.

GEODERMA (2016)

添加到收藏夹

Article Environmental Sciences

Toward more realistic projections of soil carbon dynamics by Earth system models

Yiqi Luo et al.

GLOBAL BIOGEOCHEMICAL CYCLES (2016)

添加到收藏夹

Article Environmental Sciences

Assessment of soil organic carbon stocks under future climate and land cover changes in Europe

Yusuf Yigini et al.

SCIENCE OF THE TOTAL ENVIRONMENT (2016)

添加到收藏夹

Article Environmental Sciences

Mapping soil organic carbon content using spectroscopic and environmental data: A case study in acidic soils from NW Spain

Marcela Rial et al.

SCIENCE OF THE TOTAL ENVIRONMENT (2016)

添加到收藏夹

Article Environmental Sciences

GlobalSoilMap France: High-resolution spatial modelling the soils of France up to two meter depth

V. L. Mulder et al.

SCIENCE OF THE TOTAL ENVIRONMENT (2016)

添加到收藏夹

Article Soil Science

Change in Soil Organic Carbon Stocks under 12 Climate Change Projections over New South Wales, Australia

Jonathan M. Gray et al.

SOIL SCIENCE SOCIETY OF AMERICA JOURNAL (2016)

添加到收藏夹

Article Soil Science

Evaluation of Integrative Hierarchical Stepwise Sampling for Digital Soil Mapping

Lin Yang et al.

SOIL SCIENCE SOCIETY OF AMERICA JOURNAL (2016)

添加到收藏夹

Article Multidisciplinary Sciences

Future C loss in mid-latitude mineral soils: climate change exceeds land use mitigation potential in France

Jeroen Meersmans et al.

SCIENTIFIC REPORTS (2016)

添加到收藏夹

Article Soil Science

Evaluating large-extent spatial modeling approaches: A case study for soil depth for France

M. Lacoste et al.

GEODERMA REGIONAL (2016)

添加到收藏夹

Article Soil Science

The significance of soils and soil science towards realization of the United Nations Sustainable Development Goals

Saskia D. Keesstra et al.

SOIL (2016)

添加到收藏夹

Review Environmental Sciences

Soil Ecosystem Services and Natural Capital: Critical Appraisal of Research on Uncertain Ground

Philippe C. Baveye et al.

FRONTIERS IN ENVIRONMENTAL SCIENCE (2016)

添加到收藏夹

Article Soil Science

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

Z. Shi et al.

EUROPEAN JOURNAL OF SOIL SCIENCE (2015)

添加到收藏夹

Article Soil Science

Putting regional digital soil mapping into practice in Tropical Northern Australia

M. Thomas et al.

GEODERMA (2015)

添加到收藏夹

Article Soil Science

Operationalizing digital soil mapping for nationwide updating of the 1:50,000 soil map of the Netherlands

Bas Kempen et al.

GEODERMA (2015)

添加到收藏夹

Article Soil Science

Can citizen science assist digital soil mapping?

David G. Rossiter et al.

GEODERMA (2015)

添加到收藏夹

Article Environmental Sciences

Explicitly representing soil microbial processes in Earth system models

William R. Wieder et al.

GLOBAL BIOGEOCHEMICAL CYCLES (2015)

添加到收藏夹

Review Biodiversity Conservation

Soil organic carbon across scales

Sharon M. O'Rourke et al.

GLOBAL CHANGE BIOLOGY (2015)

添加到收藏夹

Review Soil Science

Microbial hotspots and hot moments in soil: Concept & review

Yakov Kuzyakov et al.

SOIL BIOLOGY & BIOCHEMISTRY (2015)

添加到收藏夹

Article Soil Science

The Australian three-dimensional soil grid: Australia's contribution to the GlobalSoilMap project

R. A. Viscarra Rossel et al.

SOIL RESEARCH (2015)

添加到收藏夹

Article Food Science & Technology

Global soil organic carbon assessment

Uta Stockmann et al.

GLOBAL FOOD SECURITY-AGRICULTURE POLICY ECONOMICS AND ENVIRONMENT (2015)

添加到收藏夹

Article Geosciences, Multidisciplinary

Re-tooling of regression kriging in R for improved digital mapping of soil properties

Christian T. Omuto et al.

GEOSCIENCES JOURNAL (2015)

添加到收藏夹

Article Soil Science

Disaggregating and harmonising soil map units through resampled classification trees

Nathan P. Odgers et al.

GEODERMA (2014)

添加到收藏夹

Article Soil Science

Statistical sampling design impact on predictive quality of harmonization functions between soil monitoring networks

B. P. Louis et al.

GEODERMA (2014)

添加到收藏夹

Article Soil Science

Updating soil survey maps using random forest and conditioned Latin hypercube sampling in the loess derived soils of northern Iran

Mohammad Reza Pahlavan Rad et al.

GEODERMA (2014)

添加到收藏夹

Article Soil Science

National scale 3D modelling of soil organic carbon stocks with uncertainty propagation - An example from Scotland

Laura Poggio et al.

GEODERMA (2014)

添加到收藏夹

Article Soil Science

The dimensions of soil security

Alex McBratney et al.

GEODERMA (2014)

添加到收藏夹

Article Biodiversity Conservation

Carbon sequestration potential of soils in southeast Germany derived from stable soil organic carbon saturation

Martin Wiesmeier et al.

GLOBAL CHANGE BIOLOGY (2014)

添加到收藏夹

Review Agronomy

Soil science contributions towards Sustainable Development Goals and their implementation: linking soil functions with ecosystem services

Johan Bouma

JOURNAL OF PLANT NUTRITION AND SOIL SCIENCE (2014)

添加到收藏夹

Article Multidisciplinary Sciences

Global diversity and geography of soil fungi

Leho Tedersoo et al.

SCIENCE (2014)

添加到收藏夹

Article Soil Science

Digital Mapping of Soil Particle-Size Fractions for Nigeria

Stephen I. C. Akpa et al.

SOIL SCIENCE SOCIETY OF AMERICA JOURNAL (2014)

添加到收藏夹

Article Soil Science

On the Value of Soil Resources in the Context of Natural Capital and Ecosystem Service Delivery

D. A. Robinson et al.

SOIL SCIENCE SOCIETY OF AMERICA JOURNAL (2014)

添加到收藏夹

Article Environmental Sciences

Peat Mapping Associations of Airborne Radiometric Survey Data

David Beamish

REMOTE SENSING (2014)

添加到收藏夹

Article Environmental Sciences

Global soil carbon: understanding and managing the largest terrestrial carbon pool

Joern P. W. Scharlemann et al.

CARBON MANAGEMENT (2014)

添加到收藏夹

Article Soil Science

Detecting, correcting and interpreting the biases of measured soil profile data: A case study in the Cap Bon Region (Tunisia)

Rossano Ciampalini et al.

GEODERMA (2013)

添加到收藏夹

Article Environmental Sciences

Characterizing regional soil mineral composition using spectroscopy and geostatistics

V. L. Mulder et al.

REMOTE SENSING OF ENVIRONMENT (2013)

添加到收藏夹

Article Soil Science

High-Resolution 3-D Mapping of Soil Texture in Denmark

Kabindra Adhikari et al.

SOIL SCIENCE SOCIETY OF AMERICA JOURNAL (2013)

添加到收藏夹

Article International Relations

Soil Security: Solving the Global Soil Crisis

Andrea Koch et al.

GLOBAL POLICY (2013)

添加到收藏夹

Article Soil Science

On digital soil assessment with models and the Pedometrics agenda

Peter A. Finke

GEODERMA (2012)

添加到收藏夹

Article Soil Science

Spatio-temporal change of soil organic matter content of Jiangsu Province, China, based on digital soil maps

X. -L. Sun et al.

SOIL USE AND MANAGEMENT (2012)

添加到收藏夹

Article Soil Science

Sampling for validation of digital soil maps

D. J. Brus et al.

EUROPEAN JOURNAL OF SOIL SCIENCE (2011)

添加到收藏夹

Article Geography, Physical

Regional mapping of soil parent material by machine learning based on point data

Marine Lacoste et al.

GEOMORPHOLOGY (2011)

添加到收藏夹

Article Biodiversity Conservation

Spatial analysis of soil organic carbon evolution in Belgian croplands and grasslands, 1960-2006

J. Meersmans et al.

GLOBAL CHANGE BIOLOGY (2011)

添加到收藏夹

Article Soil Science

Digital Soil Mapping and Modeling at Continental Scales: Finding Solutions for Global Issues

S. Grunwald et al.

SOIL SCIENCE SOCIETY OF AMERICA JOURNAL (2011)

添加到收藏夹

Article Environmental Sciences

Do we need to include soil evolution module in models for prediction of future climate change?

David Montagne et al.

CLIMATIC CHANGE (2010)

添加到收藏夹

Article Computer Science, Interdisciplinary Applications

An R package for spatial coverage sampling and random sampling from compact geographical strata by k-means

D. J. J. Walvoort et al.

COMPUTERS & GEOSCIENCES (2010)

添加到收藏夹

Article Ecology

A framework for classifying and quantifying the natural capital and ecosystem services of soils

Estelle Dominati et al.

ECOLOGICAL ECONOMICS (2010)

添加到收藏夹

Review Chemistry, Analytical

Critical review of chemometric indicators commonly used for assessing the quality of the prediction of soil attributes by NIR spectroscopy

Veronique Bellon-Maurel et al.

TRAC-TRENDS IN ANALYTICAL CHEMISTRY (2010)

添加到收藏夹

Article Soil Science

Modelling the three-dimensional spatial distribution of soil organic carbon (SOC) at the regional scale (Flanders, Belgium)

J. Meersmans et al.

GEODERMA (2009)

添加到收藏夹

Review Soil Science

Multi-criteria characterization of recent digital soil mapping and modeling approaches

S. Grunwald

GEODERMA (2009)

添加到收藏夹

Article Biodiversity Conservation

Changes in organic carbon distribution with depth in agricultural soils in northern Belgium, 1960-2006

J. Meersmans et al.

GLOBAL CHANGE BIOLOGY (2009)

添加到收藏夹

Editorial Material Multidisciplinary Sciences

Digital Soil Map of the World

Pedro A. Sanchez et al.

SCIENCE (2009)

添加到收藏夹

Article Agriculture, Multidisciplinary

Determining nugget: sill ratios of standardized variograms from aerial photographs to krige sparse soil data

Ruth Kerry et al.

PRECISION AGRICULTURE (2008)

添加到收藏夹

Article Soil Science

Estimation and potential improvement of the quality of legacy soil samples for digital soil mapping

F. Carre et al.

GEODERMA (2007)

添加到收藏夹

Article Soil Science

The Matern variogram model: Implications for uncertainty propagation and sampling in geostatistical surveys

B. P. Marchant et al.

GEODERMA (2007)

添加到收藏夹

Article Computer Science, Interdisciplinary Applications

A conditioned Latin hypercube method for sampling in the presence of ancillary information

Budiman Minasny et al.

COMPUTERS & GEOSCIENCES (2006)

添加到收藏夹

Review Geography, Physical

Predictive soil mapping: a review

P Scull et al.

PROGRESS IN PHYSICAL GEOGRAPHY-EARTH AND ENVIRONMENT (2003)

添加到收藏夹

Review Soil Science

On digital soil mapping

AB McBratney et al.

GEODERMA (2003)

添加到收藏夹

© Peeref 2019-2024. All rights reserved.