Improving the Spatial Prediction of Soil Organic Carbon Content in Two Contrasting Climatic Regions by Stacking Machine Learning Models and Rescanning Covariate Space
出版年份 2020 全文链接
标题
Improving the Spatial Prediction of Soil Organic Carbon Content in Two Contrasting Climatic Regions by Stacking Machine Learning Models and Rescanning Covariate Space
作者
关键词
-
出版物
Remote Sensing
Volume 12, Issue 7, Pages 1095
出版商
MDPI AG
发表日期
2020-04-01
DOI
10.3390/rs12071095
参考文献
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。- Extended model prediction of high-resolution soil organic matter over a large area using limited number of field samples
- (2020) Zhengyong Zhao et al. COMPUTERS AND ELECTRONICS IN AGRICULTURE
- Digital mapping of soil organic carbon using ensemble learning model in Mollisols of Hyrcanian forests, northern Iran
- (2020) Samaneh Tajik et al. Geoderma Regional
- Model averaging for mapping topsoil organic carbon in France
- (2020) Songchao Chen et al. GEODERMA
- 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
- Pedology and digital soil mapping (DSM)
- (2019) Yuxin Ma et al. EUROPEAN JOURNAL OF SOIL SCIENCE
- Modelling the extent of northern peat soil and its uncertainty with Sentinel: Scotland as example of highly cloudy region
- (2019) Laura Poggio et al. GEODERMA
- Assessing soil organic carbon stock of Wisconsin, USA and its fate under future land use and climate change
- (2019) Kabindra Adhikari et al. SCIENCE OF THE TOTAL ENVIRONMENT
- The strength of soil-plant interactions under forest is related to a Critical Soil Depth
- (2019) Philipp Goebes et al. Scientific Reports
- Comparison of catchment scale 3D and 2.5D modelling of soil organic carbon stocks in Jiangxi Province, PR China
- (2019) Tobias Rentschler et al. PLoS One
- Convolutional neural network for simultaneous prediction of several soil properties using visible/near-infrared, mid-infrared, and their combined spectra
- (2019) Wartini Ng et al. GEODERMA
- Automatic extraction of road intersection points from USGS historical map series using deep convolutional neural networks
- (2019) Mahmoud Saeedimoghaddam et al. INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE
- Ensemble approach based on bagging, boosting and stacking for short-term prediction in agribusiness time series
- (2019) Matheus Henrique Dal Molin Ribeiro et al. APPLIED SOFT COMPUTING
- Spatial prediction of soil organic carbon stocks in Ghana using legacy data
- (2019) Stephen Owusu 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
- Improving prediction of soil organic carbon content in croplands using phenological parameters extracted from NDVI time series data
- (2019) Lin Yang et al. SOIL & TILLAGE RESEARCH
- Fine-Resolution Mapping of Soil Total Nitrogen across China Based on Weighted Model Averaging
- (2019) Yue Zhou et al. Remote Sensing
- Digital soil mapping of key GlobalSoilMap properties in Northern Karnataka Plateau
- (2019) S. Dharumarajan et al. Geoderma Regional
- 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
- Spatio-temporal land use dynamics and soil organic carbon in Swiss agroecosystems
- (2018) Felix Stumpf et al. AGRICULTURE ECOSYSTEMS & ENVIRONMENT
- Pedogenic and microbial interrelations to regional climate and local topography: New insights from a climate gradient (arid to humid) along the Coastal Cordillera of Chile
- (2018) Nadine Bernhard et al. CATENA
- Estimating soil organic carbon stocks using different modelling techniques in the semi-arid rangelands of eastern Australia
- (2018) Bin Wang et al. ECOLOGICAL INDICATORS
- Prediction of soil organic carbon stock using digital mapping approach in humid India
- (2018) Gilbert Hinge et al. Environmental Earth Sciences
- A mixed model for landscape soil organic carbon prediction across continuous profile depth in the mountainous subtropics
- (2018) Moritz Laub et al. GEODERMA
- Significantly Improving the Prediction of Molecular Atomization Energies by an Ensemble of Machine Learning Algorithms and Rescanning Input Space: A Stacked Generalization Approach
- (2018) Ruobing Wang Journal of Physical Chemistry C
- Ensemble dropout extreme learning machine via fuzzy integral for data classification
- (2018) Junhai Zhai et al. NEUROCOMPUTING
- 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 Property and Class Maps of the Conterminous United States at 100-Meter Spatial Resolution
- (2018) Amanda Ramcharan et al. SOIL SCIENCE SOCIETY OF AMERICA JOURNAL
- Predicting reference soil groups using legacy data: A data pruning and Random Forest approach for tropical environment (Dano catchment, Burkina Faso)
- (2018) Kpade O. L. Hounkpatin et al. Scientific Reports
- Ensemble learning: A survey
- (2018) Omer Sagi et al. Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery
- Digital mapping of soil properties using multiple machine learning in a semi-arid region, central Iran
- (2018) Mojtaba Zeraatpisheh et al. GEODERMA
- 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
- A trans-disciplinary review of deep learning research and its relevance for water resources scientists
- (2018) Chaopeng Shen WATER RESOURCES RESEARCH
- Multi-scale digital soil mapping with deep learning
- (2018) Thorsten Behrens et al. Scientific Reports
- Improvement of Clay and Sand Quantification Based on a Novel Approach with a Focus on Multispectral Satellite Images
- (2018) Caio Fongaro et al. Remote Sensing
- Big data analytics: Machine learning and Bayesian learning perspectives-What is done? What is not?
- (2018) Shan Suthaharan Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery
- Soil organic carbon storage as a key function of soils - A review of drivers and indicators at various scales
- (2018) Martin Wiesmeier et al. GEODERMA
- block CV: An r package for generating spatially or environmentally separated folds for k -fold cross-validation of species distribution models
- (2018) Roozbeh Valavi et al. Methods in Ecology and Evolution
- A high-resolution map of soil pH in China made by hybrid modelling of sparse soil data and environmental covariates and its implications for pollution
- (2018) Songchao Chen et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Merging country, continental and global predictions of soil texture: Lessons from ensemble modelling in France
- (2018) Manon Caubet et al. GEODERMA
- Assessment of spatial hybrid methods for predicting soil organic matter using DEM derivatives and soil parameters
- (2018) Panagiotis Tziachris et al. CATENA
- Digital mapping of soil carbon fractions with machine learning
- (2018) Hamza Keskin et al. GEODERMA
- Spatial 3D distribution of soil organic carbon under different land use types
- (2017) A. Amirian Chakan et al. ENVIRONMENTAL MONITORING AND ASSESSMENT
- Limited effect of organic matter on soil available water capacity
- (2017) B. Minasny et al. EUROPEAN JOURNAL OF SOIL SCIENCE
- On the combined effect of soil fertility and topography on tree growth in subtropical forest ecosystems—a study from SE China
- (2017) Thomas Scholten et al. Journal of Plant Ecology
- Soil nutrient maps of Sub-Saharan Africa: assessment of soil nutrient content at 250 m spatial resolution using machine learning
- (2017) Tomislav Hengl et al. NUTRIENT CYCLING IN AGROECOSYSTEMS
- Google Earth Engine: Planetary-scale geospatial analysis for everyone
- (2017) Noel Gorelick et al. REMOTE SENSING OF ENVIRONMENT
- More Data or a Better Model? Figuring Out What Matters Most for the Spatial Prediction of Soil Carbon
- (2017) P.D.S.N. Somarathna et al. SOIL SCIENCE SOCIETY OF AMERICA JOURNAL
- Mapping the global depth to bedrock for land surface modeling
- (2017) Wei Shangguan et al. Journal of Advances in Modeling Earth Systems
- Artificial bee colony feature selection algorithm combined with machine learning algorithms to predict vertical and lateral distribution of soil organic matter in South Dakota, USA
- (2017) Ruhollah Taghizadeh-Mehrjardi et al. Carbon Management
- On the combined effect of soil fertility and topography on tree growth in subtropical forest ecosystems—a study from SE China
- (2017) Thomas Scholten et al. Journal of Plant Ecology
- SoilGrids250m: Global gridded soil information based on machine learning
- (2017) Tomislav Hengl et al. PLoS One
- Comparison of four machine learning algorithms for their applicability in satellite-based optical rainfall retrievals
- (2016) Hanna Meyer et al. ATMOSPHERIC RESEARCH
- Digital mapping of soil organic carbon at multiple depths using different data mining techniques in Baneh region, Iran
- (2016) R. Taghizadeh-Mehrjardi et al. GEODERMA
- Environmental factors controlling soil organic carbon storage in loess soils of a subhumid region, northern Iran
- (2016) Mohammad Ajami et al. GEODERMA
- Incorporating limited field operability and legacy soil samples in a hypercube sampling design for digital soil mapping
- (2016) Felix Stumpf et al. JOURNAL OF PLANT NUTRITION AND SOIL SCIENCE
- The global Landsat archive: Status, consolidation, and direction
- (2016) Michael A. Wulder et al. REMOTE SENSING OF ENVIRONMENT
- 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
- Building Predictive Models inRUsing thecaretPackage
- (2015) Max Kuhn Journal of Statistical Software
- Feature Selection with theBorutaPackage
- (2015) Miron B. Kursa et al. Journal of Statistical Software
- Regularization Paths for Generalized Linear Models via Coordinate Descent
- (2015) Jerome Friedman et al. Journal of Statistical Software
- Using model averaging to combine soil property rasters from legacy soil maps and from point data
- (2014) Brendan P. Malone et al. GEODERMA
- Digital Mapping of Soil Organic Carbon Contents and Stocks in Denmark
- (2014) Kabindra Adhikari et al. PLoS One
- Interaction effects of climate and land use/land cover change on soil organic carbon sequestration
- (2014) Xiong Xiong et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Digital mapping of soil salinity in Ardakan region, central Iran
- (2013) R. Taghizadeh-Mehrjardi et al. GEODERMA
- Sentinel-2: ESA's Optical High-Resolution Mission for GMES Operational Services
- (2012) M. Drusch et al. REMOTE SENSING OF ENVIRONMENT
- Regional modelling of soil carbon at multiple depths within a subtropical watershed
- (2010) G.M. Vasques et al. GEODERMA
- 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
- The ConMap approach for terrain-based digital soil mapping
- (2009) T. Behrens et al. EUROPEAN JOURNAL OF SOIL SCIENCE
- Mapping continuous depth functions of soil carbon storage and available water capacity
- (2009) B.P. Malone et al. GEODERMA
- Driving forces of soil organic carbon evolution at the landscape and regional scale using data from a stratified soil monitoring
- (2009) ESTHER GOIDTS et al. GLOBAL CHANGE BIOLOGY
- Regression rules as a tool for predicting soil properties from infrared reflectance spectroscopy
- (2008) Budiman Minasny et al. CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS
- Optimisation of pedotransfer functions using an artificial neural network ensemble method
- (2008) L. Baker et al. GEODERMA
- Soil organic carbon concentrations and stocks on Barro Colorado Island — Digital soil mapping using Random Forests analysis
- (2008) R. Grimm et al. GEODERMA
- A working guide to boosted regression trees
- (2008) J. Elith et al. JOURNAL OF ANIMAL ECOLOGY
Add your recorded webinar
Do you already have a recorded webinar? Grow your audience and get more views by easily listing your recording on Peeref.
Upload NowBecome a Peeref-certified reviewer
The Peeref Institute provides free reviewer training that teaches the core competencies of the academic peer review process.
Get Started