Estimation of Soil Organic Carbon Content in the Ebinur Lake Wetland, Xinjiang, China, Based on Multisource Remote Sensing Data and Ensemble Learning Algorithms
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Title
Estimation of Soil Organic Carbon Content in the Ebinur Lake Wetland, Xinjiang, China, Based on Multisource Remote Sensing Data and Ensemble Learning Algorithms
Authors
Keywords
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Journal
SENSORS
Volume 22, Issue 7, Pages 2685
Publisher
MDPI AG
Online
2022-04-01
DOI
10.3390/s22072685
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Note: Only part of the references are listed.- Patterns and driving factors of biomass carbon and soil organic carbon stock in the Indian Himalayan region
- (2021) Jitendra Ahirwal et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Extreme gradient boosting (Xgboost) model to predict the groundwater levels in Selangor Malaysia
- (2021) Ahmedbahaaaldin Ibrahem Ahmed Osman et al. Ain Shams Engineering Journal
- Retrieval and Mapping of Soil Organic Carbon Using Sentinel-2A Spectral Images from Bare Cropland in Autumn
- (2021) Ke Wang et al. Remote Sensing
- 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
- Evaluation and Prediction of Topsoil organic carbon using Machine learning and hybrid models at a Field-scale
- (2021) Hamid Reza Matinfar et al. CATENA
- Exploring influence factors in mapping soil organic carbon on low-relief agricultural lands using time series of remote sensing data
- (2021) Long Guo et al. SOIL & TILLAGE RESEARCH
- Sentinel-2 and Landsat-8 Multi-Temporal Series to Estimate Topsoil Properties on Croplands
- (2021) Fabio Castaldi Remote Sensing
- Digital soil mapping of soil organic carbon stocks in Western Ghats, South India
- (2021) S. Dharumarajan et al. Geoderma Regional
- Bivariate empirical mode decomposition of the spatial variation in the soil organic matter content: A case study from NW China
- (2021) Zipeng Zhang et al. CATENA
- Simulated response of soil organic carbon density to climate change in the Northern Tibet permafrost region
- (2021) Dongsheng Zhao et al. GEODERMA
- A regional-scale hyperspectral prediction model of soil organic carbon considering geomorphic features
- (2021) Yilin Bao et al. GEODERMA
- A novel intelligence approach based active and ensemble learning for agricultural soil organic carbon prediction using multispectral and SAR data fusion
- (2021) Thu Thuy Nguyen et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Spatial distribution of soil organic carbon may be predominantly regulated by topography in a small revegetated watershed
- (2020) Haiyan Yu et al. CATENA
- Predicting spatial variability of selected soil properties using digital soil mapping in a rainfed vineyard of central Chile
- (2020) Lwando Mashalaba et al. Geoderma Regional
- Mapping soil organic carbon content using multi-source remote sensing variables in the Heihe River Basin in China
- (2020) Tao Zhou et al. ECOLOGICAL INDICATORS
- 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
- (2020) Tao Zhou et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Predicting soil organic carbon content in Spain by combining Landsat TM and ALOS PALSAR images
- (2020) Xia Wang et al. International Journal of Applied Earth Observation and Geoinformation
- Improvement of Mangrove Soil Carbon Stocks Estimation in North Vietnam Using Sentinel-2 Data and Machine Learning Approach
- (2020) Tien Dat Pham et al. GIScience & Remote Sensing
- Combining Artificial Neural Network and Ordinary Kriging to Predict Wetland Soil Organic Carbon Concentration in China’s Liao River Basin
- (2020) Yingdong Kang et al. SENSORS
- 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
- Remote Sensing Techniques for Soil Organic Carbon Estimation: A Review
- (2019) Theodora Angelopoulou et al. Remote Sensing
- Comparing Sentinel-2 MSI and Landsat 8 OLI in soil salinity detection: a case study of agricultural lands in coastal North Carolina
- (2019) E. Davis et al. INTERNATIONAL JOURNAL OF REMOTE SENSING
- Mapping soil organic matter contents at field level with Cubist, Random Forest and kriging
- (2019) Nastaran Pouladi et al. GEODERMA
- High-resolution three-dimensional mapping of soil organic carbon in China: Effects of SoilGrids products on national modeling
- (2019) Zongzheng Liang et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Using time-series Sentinel-1 data for soil prediction on invaded coastal wetlands
- (2019) Ren-Min Yang et al. ENVIRONMENTAL MONITORING AND ASSESSMENT
- Digital soil mapping algorithms and covariates for soil organic carbon mapping and their implications: A review
- (2019) Sushil Lamichhane et al. GEODERMA
- 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
- Soil Organic Carbon Mapping Using LUCAS Topsoil Database and Sentinel-2 Data: An Approach to Reduce Soil Moisture and Crop Residue Effects
- (2019) Fabio Castaldi et al. Remote Sensing
- Forecasting corn yield at the farm level in Brazil based on the FAO-66 approach and soil-adjusted vegetation index (SAVI)
- (2019) Luan Peroni Venancio et al. AGRICULTURAL WATER MANAGEMENT
- Modelling of soil organic carbon and bulk density in invaded coastal wetlands using Sentinel-1 imagery
- (2019) Ren-Min Yang et al. International Journal of Applied Earth Observation and Geoinformation
- Satellite data integration for soil clay content modelling at a national scale
- (2019) T. Loiseau et al. International Journal of Applied Earth Observation and Geoinformation
- Application of aerial remote sensing technology for detection of fire blight infected pear trees
- (2019) Nikrooz Bagheri COMPUTERS AND ELECTRONICS IN AGRICULTURE
- Pedoclimatic zone-based three-dimensional soil organic carbon mapping in China
- (2019) Xiao-Dong Song et al. GEODERMA
- 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
- 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 respiration in typical plant communities in the wetland surrounding the high-salinity Ebinur Lake
- (2018) Yanhong Li et al. Frontiers of Earth Science
- Quantitative estimation of soil salinity by means of different modeling methods and visible-near infrared (VIS–NIR) spectroscopy, Ebinur Lake Wetland, Northwest China
- (2018) Jingzhe Wang et al. PeerJ
- New methods for improving the remote sensing estimation of soil organic matter content (SOMC) in the Ebinur Lake Wetland National Nature Reserve (ELWNNR) in northwest China
- (2018) Xiaoping Wang et al. REMOTE SENSING OF ENVIRONMENT
- 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
- Relationship between Soil Organic Carbon Stocks and Clay Content under Different Climatic Conditions in Central China
- (2018) Zekun Zhong et al. Forests
- Modelling fuzzy combination of remote sensing vegetation index for durum wheat crop analysis
- (2018) Teodoro Semeraro et al. COMPUTERS AND ELECTRONICS IN AGRICULTURE
- Predicted Chance That Global Warming Will Temporarily Exceed 1.5 °C
- (2018) D. M. Smith et al. GEOPHYSICAL RESEARCH LETTERS
- 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
- 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
- National digital soil map of organic matter in topsoil and its associated uncertainty in 1980's China
- (2018) Zongzheng Liang et al. GEODERMA
- Estimating green biomass ratio with remote sensing in arid grasslands
- (2018) Hongrui Ren et al. ECOLOGICAL INDICATORS
- A high resolution map of soil types and physical properties for Cyprus: A digital soil mapping optimization
- (2017) Corrado Camera et al. GEODERMA
- Aligning agriculture and climate policy
- (2017) A. Chabbi et al. Nature Climate Change
- Exploring the Impact of Seasonality on Urban Land-Cover Mapping Using Multi-Season Sentinel-1A and GF-1 WFV Images in a Subtropical Monsoon-Climate Region
- (2017) Tao Zhou et al. ISPRS International Journal of Geo-Information
- 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
- Prediction of cadmium enrichment in reclaimed coastal soils by classification and regression tree
- (2016) Feng Ru et al. ESTUARINE COASTAL AND SHELF SCIENCE
- Forest aboveground biomass estimation in Zhejiang Province using the integration of Landsat TM and ALOS PALSAR data
- (2016) Panpan Zhao et al. International Journal of Applied Earth Observation and Geoinformation
- Multi-index time series monitoring of drought and fire effects on desert grasslands
- (2016) Miguel L. Villarreal et al. REMOTE SENSING OF ENVIRONMENT
- In Situ Measurements of Organic Carbon in Soil Profiles Using vis-NIR Spectroscopy on the Qinghai–Tibet Plateau
- (2015) Shuo Li et al. ENVIRONMENTAL SCIENCE & TECHNOLOGY
- Soil carbon storage controlled by interactions between geochemistry and climate
- (2015) Sebastian Doetterl et al. Nature Geoscience
- Drivers of soil organic carbon storage and vertical distribution in Eastern Australia
- (2015) Eleanor Hobley et al. PLANT AND SOIL
- Effects of Simulated Nitrogen Deposition on Soil Respiration in a Populus euphratica Community in the Ebinur Lake Area, a Desert Ecosystem of Northwestern China
- (2015) Xuemin He et al. PLoS One
- Holistic environmental soil-landscape modeling of soil organic carbon
- (2014) Xiong Xiong et al. ENVIRONMENTAL MODELLING & SOFTWARE
- Digital Mapping of Soil Organic Carbon Contents and Stocks in Denmark
- (2014) Kabindra Adhikari et al. PLoS One
- Climate change trend in China, with improved accuracy
- (2013) Tian-Xiang Yue et al. CLIMATIC CHANGE
- Spatially-explicit regional-scale prediction of soil organic carbon stocks in cropland using environmental variables and mixed model approaches
- (2013) Sebastian Doetterl et al. GEODERMA
- Predictive soil parent material mapping at a regional-scale: A Random Forest approach
- (2013) Brandon Heung et al. GEODERMA
- Estimating the spatial distribution of organic carbon density for the soils of Ohio, USA
- (2013) Sandeep Kumar et al. Journal of Geographical Sciences
- The knowns, known unknowns and unknowns of sequestration of soil organic carbon
- (2012) Uta Stockmann et al. AGRICULTURE ECOSYSTEMS & ENVIRONMENT
- Wind erosion of saline playa sediments and its ecological effects in Ebinur Lake, Xinjiang, China
- (2010) Dongwei Liu et al. Environmental Earth Sciences
- Linking spatial patterns of soil organic carbon to topography — A case study from south-eastern Spain
- (2010) Wolfgang Schwanghart et al. GEOMORPHOLOGY
- Soil organic carbon concentrations and stocks on Barro Colorado Island — Digital soil mapping using Random Forests analysis
- (2008) R. Grimm et al. GEODERMA
- A multiple regression approach to assess the spatial distribution of Soil Organic Carbon (SOC) at the regional scale (Flanders, Belgium)
- (2007) J. Meersmans et al. GEODERMA
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