Large scale mapping of soil organic carbon concentration with 3D machine learning and satellite observations
出版年份 2021 全文链接
标题
Large scale mapping of soil organic carbon concentration with 3D machine learning and satellite observations
作者
关键词
Soil organic carbon, Machine learning, Carbon cycle, Satellite data, Google Earth Engine, Climate change, Peatland
出版物
GEODERMA
Volume 405, Issue -, Pages 115402
出版商
Elsevier BV
发表日期
2021-08-29
DOI
10.1016/j.geoderma.2021.115402
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。- Soil Organic Carbon Across Mexico and the Conterminous United States (1991–2010)
- (2020) Mario Guevara et al. GLOBAL BIOGEOCHEMICAL CYCLES
- Predicting and Mapping of Soil Organic Carbon Using Machine Learning Algorithms in Northern Iran
- (2020) Mostafa Emadi et al. Remote Sensing
- Modelling and mapping soil organic carbon stocks in Brazil
- (2019) Lucas Carvalho Gomes et al. GEODERMA
- Effects of aspect and altitude on carbon cycling processes in a temperate mountain forest catchment
- (2019) Johannes Kobler et al. LANDSCAPE ECOLOGY
- Comparison between geostatistical and machine learning models as predictors of topsoil organic carbon with a focus on local uncertainty estimation
- (2019) Fabio Veronesi et al. ECOLOGICAL INDICATORS
- 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
- Mapping soil profile depth, bulk density and carbon stock in Scotland using remote sensing and spatial covariates
- (2019) M.J. Aitkenhead et al. EUROPEAN JOURNAL OF SOIL SCIENCE
- Influence of Vegetation Coverage and Climate Environment on Soil Organic Carbon in the Qilian Mountains
- (2019) Qiaozhuo Wan et al. Scientific Reports
- Leveraging Google Earth Engine (GEE) and machine learning algorithms to incorporate in situ measurement from different times for rangelands monitoring
- (2019) Bo Zhou et al. REMOTE SENSING OF ENVIRONMENT
- A global map of mangrove forest soil carbon at 30 m spatial resolution
- (2018) Jonathan Sanderman et al. Environmental Research Letters
- Multiscale contextual spatial modelling with the Gaussian scale space
- (2018) T. Behrens et al. GEODERMA
- Large Differences in Global and Regional Total Soil Carbon Stock Estimates Based on SoilGrids, HWSD, and NCSCD: Intercomparison and Evaluation Based on Field Data From USA, England, Wales, and France
- (2018) Marwa Tifafi et al. GLOBAL BIOGEOCHEMICAL CYCLES
- Large-area mapping of Canadian boreal forest cover, height, biomass and other structural attributes using Landsat composites and lidar plots
- (2018) Giona Matasci et al. REMOTE SENSING OF ENVIRONMENT
- 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
- Using recursive feature elimination in random forest to account for correlated variables in high dimensional data
- (2018) Burcu F. Darst et al. BMC GENETICS
- 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
- Evaluating the capability of the Sentinel 2 data for soil organic carbon prediction in croplands
- (2018) Fabio Castaldi et al. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
- Combined effects of temperature and precipitation on soil organic carbon changes in the uplands of eastern China
- (2018) Liming Zhang et al. GEODERMA
- Digital mapping of soil carbon fractions with machine learning
- (2018) Hamza Keskin et al. GEODERMA
- Peat depth as a control on moss water availability under evaporative stress
- (2017) Simon J. Dixon et al. HYDROLOGICAL PROCESSES
- The effect of microclimate on wood decay is indirectly altered by tree species diversity in a litterbag study
- (2017) David Eichenberg et al. Journal of Plant Ecology
- Google Earth Engine: Planetary-scale geospatial analysis for everyone
- (2017) Noel Gorelick et al. REMOTE SENSING OF ENVIRONMENT
- Soil Carbon Stock and Particle Size Fractions in the Central Amazon Predicted from Remotely Sensed Relief, Multispectral and Radar Data
- (2017) Marcos Ceddia et al. Remote Sensing
- The effect of microclimate on wood decay is indirectly altered by tree species diversity in a litterbag study
- (2017) David Eichenberg et al. Journal of Plant Ecology
- Global change induced biomass growth offsets carbon released via increased forest fire and respiration of the central Canadian boreal forest
- (2017) Alemu Gonsamo et al. Journal of Geophysical Research-Biogeosciences
- 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
- Environmental factors controlling soil organic carbon storage in loess soils of a subhumid region, northern Iran
- (2016) Mohammad Ajami et al. GEODERMA
- A similarity-based method for three-dimensional prediction of soil organic matter concentration
- (2016) Feng Liu et al. GEODERMA
- Harmonized soil property values for broad-scale modelling (WISE30sec) with estimates of global soil carbon stocks
- (2016) N.H. Batjes GEODERMA
- Using Google's cloud-based platform for digital soil mapping
- (2015) J. Padarian et al. COMPUTERS & GEOSCIENCES
- Drivers of soil organic carbon storage and vertical distribution in Eastern Australia
- (2015) Eleanor Hobley et al. PLANT AND SOIL
- Spatial variability of soil carbon stock in the Urucu river basin, Central Amazon-Brazil
- (2015) Marcos Bacis Ceddia et al. SCIENCE OF THE TOTAL ENVIRONMENT
- The Australian three-dimensional soil grid: Australia’s contribution to the GlobalSoilMap project
- (2015) R. A. Viscarra Rossel et al. Soil Research
- Building Predictive Models inRUsing thecaretPackage
- (2015) Max Kuhn Journal of Statistical Software
- Mapping Soil Properties of Africa at 250 m Resolution: Random Forests Significantly Improve Current Predictions
- (2015) Tomislav Hengl et al. PLoS One
- Holistic environmental soil-landscape modeling of soil organic carbon
- (2014) Xiong Xiong et al. ENVIRONMENTAL MODELLING & SOFTWARE
- A database and synthesis of northern peatland soil properties and Holocene carbon and nitrogen accumulation
- (2014) Julie Loisel et al. HOLOCENE
- New global forest/non-forest maps from ALOS PALSAR data (2007–2010)
- (2014) Masanobu Shimada et al. REMOTE SENSING OF ENVIRONMENT
- Carbon storage and potential methane production in the Hudson Bay Lowlands since mid-Holocene peat initiation
- (2014) Maara S. Packalen et al. Nature Communications
- Derivation of a tasselled cap transformation based on Landsat 8 at-satellite reflectance
- (2014) Muhammad Hasan Ali Baig et al. Remote Sensing Letters
- Global soil carbon: understanding and managing the largest terrestrial carbon pool
- (2014) Jörn PW Scharlemann et al. Carbon Management
- Storage and drivers of organic carbon in forest soils of southeast Germany (Bavaria) – Implications for carbon sequestration
- (2013) Martin Wiesmeier et al. FOREST ECOLOGY AND MANAGEMENT
- High-Resolution Global Maps of 21st-Century Forest Cover Change
- (2013) M. C. Hansen et al. SCIENCE
- Variations in soil organic carbon for two soil types and six land uses in the Murray Catchment, New South Wales, Australia
- (2013) M. C. Davy et al. Soil Research
- Temperature sensitivity of organic matter decomposition in the Arrhenius equation: some theoretical considerations
- (2011) Carlos A. Sierra BIOGEOCHEMISTRY
- Monitoring Canada’s forests. Part 1: Completion of the EOSD land cover project
- (2011) Michael A Wulder et al. CANADIAN JOURNAL OF REMOTE SENSING
- Evaluation of the GLC2000 and NALC2005 land cover products for LAI retrieval over Canada
- (2011) Alemu Gonsamo et al. CANADIAN JOURNAL OF REMOTE SENSING
- Three-dimensional mapping of soil organic matter content using soil type–specific depth functions
- (2011) B. Kempen et al. GEODERMA
- Temperature sensitivity of forest soil organic matter decomposition along two elevation gradients
- (2010) Andreas Schindlbacher et al. JOURNAL OF GEOPHYSICAL RESEARCH
- Harmonized soil profile data for applications at global and continental scales: updates to the WISE database
- (2009) N. H. Batjes SOIL USE AND MANAGEMENT
- Vulnerability of Permafrost Carbon to Climate Change: Implications for the Global Carbon Cycle
- (2008) Edward A. G. Schuur et al. BIOSCIENCE
- Soil organic carbon concentrations and stocks on Barro Colorado Island — Digital soil mapping using Random Forests analysis
- (2008) R. Grimm et al. GEODERMA
Discover Peeref hubs
Discuss science. Find collaborators. Network.
Join a conversationAsk a Question. Answer a Question.
Quickly pose questions to the entire community. Debate answers and get clarity on the most important issues facing researchers.
Get Started