Improvement of data imbalance for digital soil class mapping in Eastern China

Machine learning applied for Antarctic soil mapping: Spatial prediction of soil texture for Maritime Antarctica and Northern Antarctic Peninsula

(2023) Rafael G. Siqueira et al.   GEODERMA

Soil texture and pH exhibit important effects on biological nitrogen fixation in paddy soil

(2022) Zhenglun Yang et al.   APPLIED SOIL ECOLOGY

Are topsoil spectra or soil-environmental factors better indicators for discrimination of soil classes?

(2022) Xiang Wang et al.   CATENA

Remote estimates of soil organic carbon using multi-temporal synthetic images and the probability hybrid model

(2022) Xiang Wang et al.   GEODERMA

Mean spectral reflectance from bare soil pixels along a Landsat-TM time series to increase both the prediction accuracy of soil clay content and mapping coverage

(2021) Anis Gasmi et al.   GEODERMA

Geological and terrain attributes for predicting soil classes using pixel- and geographic object-based image analysis in the Brazilian Cerrado

(2021) Édipo H. Cremon et al.   GEODERMA

Balanced fertilization over four decades has sustained soil microbial communities and improved soil fertility and rice productivity in red paddy soil

(2021) Jia Lin Wang et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Prediction of soil organic matter using VNIR spectral parameters extracted from shape characteristics

(2021) Xiang Wang et al.   SOIL & TILLAGE RESEARCH

Spatial prediction of soil surface properties in an arid region using synthetic soil image and machine learning

(2021) Salman Naimi et al.   Geocarto International

Comparison of error and uncertainty of decision tree and learning vector quantization models for predicting soil classes in areas with low altitude variations

(2020) I. Esfandiarpour-Boroujeni et al.   CATENA

A soil colour map of China

(2020) Feng Liu et al.   GEODERMA

A self-training semi-supervised machine learning method for predictive mapping of soil classes with limited sample data

(2020) Lei Zhang et al.   GEODERMA

High resolution middle eastern soil attributes mapping via open data and cloud computing

(2020) Raúl Roberto Poppiel et al.   GEODERMA

Rice-straw mat mulching improves the soil integrated fertility index of apple orchards on cinnamon soil and fluvo-aquic soil

(2020) Hui Cao et al.   SCIENTIA HORTICULTURAE

Mapping imbalanced soil classes using Markov chain random fields models treated with data resampling technique

(2019) Amin Sharififar et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

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

Addressing the issue of digital mapping of soil classes with imbalanced class observations

(2019) Amin Sharififar et al.   GEODERMA

Pedology and soil class mapping from proximal and remote sensed data

(2019) Raúl R. Poppiel et al.   GEODERMA

From geological to soil parent material maps - A random forest-supported analysis of geological map units and topography to support soil survey in South Tyrol

(2019) Fabian E. Gruber et al.   GEODERMA

Hyper-temporal remote sensing data in bare soil period and terrain attributes for digital soil mapping in the Black soil regions of China

(2019) Haoxuan Yang et al.   CATENA

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

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

Influence of green manure and rice straw management on soil organic carbon, enzyme activities, and rice yield in red paddy soil

(2019) Tao Li et al.   SOIL & TILLAGE RESEARCH

Allocate soil individuals to soil classes with topsoil spectral characteristics and decision trees

(2018) Xiaokang Zhang et al.   GEODERMA

Digital mapping of soil properties using multiple machine learning in a semi-arid region, central Iran

(2018) Mojtaba Zeraatpisheh et al.   GEODERMA

Peanut-Shell Biochar and Biogas Slurry Improve Soil Properties in the North China Plain: A Four-Year Field Study

(2018) Zhenjie Du et al.   Scientific Reports

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

The minimum level for soil allocation using topsoil reflectance spectra: Genus or species?

(2018) Xiang Wang et al.   CATENA

Comparing the efficiency of digital and conventional soil mapping to predict soil types in a semi-arid region in Iran

(2017) Mojtaba Zeraatpisheh et al.   GEOMORPHOLOGY

How well can VNIR spectroscopy distinguish soil classes?

(2016) Rong Zeng et al.   BIOSYSTEMS ENGINEERING

Soil mapping, classification, and pedologic modeling: History and future directions

(2016) Eric C. Brevik et al.   GEODERMA

An overview and comparison of machine-learning techniques for classification purposes in digital soil mapping

(2016) Brandon Heung et al.   GEODERMA

Semisupervised classification for hyperspectral image based on multi-decision labeling and deep feature learning

(2016) Xiaorui Ma et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Soil and human security in the 21st century

(2015) R. Amundson et al.   SCIENCE

Soil classification using visible/near-infrared diffuse reflectance spectra from multiple depths

(2014) G.M. Vasques et al.   GEODERMA

Constructing a soil class map of Denmark based on the FAO legend using digital techniques

(2013) Kabindra Adhikari et al.   GEODERMA

Cross-reference for relating Genetic Soil Classification of China with WRB at different scales

(2010) X.Z. Shi et al.   GEODERMA