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

Estimation of soil organic matter content based on CARS algorithm coupled with random forest

(2021) Jinbao Liu et al.   SPECTROCHIMICA ACTA PART A-MOLECULAR AND BIOMOLECULAR SPECTROSCOPY

Comparing laboratory and airborne hyperspectral data for the estimation and mapping of topsoil organic carbon: Feature selection coupled with random forest

(2020) Yongsheng Hong et al.   SOIL & TILLAGE RESEARCH

Regional soil organic carbon prediction model based on a discrete wavelet analysis of hyperspectral satellite data

(2020) Xiangtian Meng et al.   International Journal of Applied Earth Observation and Geoinformation

Vis-SWIR spectral prediction model for soil organic matter with different grouping strategies

(2020) Yilin Bao et al.   CATENA

Simultaneous measurement of multiple soil properties through proximal sensor data fusion: A case study

(2019) Wenjun Ji et al.   GEODERMA

Mapping soil organic matter contents at field level with Cubist, Random Forest and kriging

(2019) Nastaran Pouladi et al.   GEODERMA

On-line vis-NIR spectroscopy prediction of soil organic carbon using machine learning

(2019) S. Nawar et al.   SOIL & TILLAGE RESEARCH

Estimating forest soil organic carbon content using vis-NIR spectroscopy: Implications for large-scale soil carbon spectroscopic assessment

(2019) Shangshi Liu et al.   GEODERMA

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

A remote sensing adapted approach for soil organic carbon prediction based on the spectrally clustered LUCAS soil database

(2019) Kathrin J. Ward et al.   GEODERMA

Monitoring soil organic carbon in alpine soils using in situ vis‐NIR spectroscopy and a multilayer perceptron

(2019) Songchao Chen et al.   LAND DEGRADATION & DEVELOPMENT

Prediction of soil organic matter in northwestern China using fractional-order derivative spectroscopy and modified normalized difference indices

(2019) Zipeng Zhang et al.   CATENA

A comparative study between a new method and other machine learning algorithms for soil organic carbon and total nitrogen prediction using near infrared spectroscopy

(2019) Rabie Reda et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

Development of soil spectral allocation models considering the effect of soil moisture

(2019) Xiang Wang et al.   SOIL & TILLAGE RESEARCH

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

(2018) Xiaokang Zhang et al.   GEODERMA

Paddy Field Expansion and Aggregation Since the Mid-1950s in a Cold Region and Its Possible Causes

(2018) Fengqin Yan et al.   Remote Sensing

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

Application of fractional-order derivative in the quantitative estimation of soil organic matter content through visible and near-infrared spectroscopy

(2018) Yongsheng Hong et al.   GEODERMA

Stratification of a local VIS-NIR-SWIR spectral library by homogeneity criteria yields more accurate soil organic carbon predictions

(2018) Jean Michel Moura-Bueno et al.   GEODERMA

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

(2018) Xiang Wang et al.   CATENA

Combination of fractional order derivative and memory-based learning algorithm to improve the estimation accuracy of soil organic matter by visible and near-infrared spectroscopy

(2018) Yongsheng Hong et al.   CATENA

LUCAS Soil, the largest expandable soil dataset for Europe: a review

(2017) A. Orgiazzi et al.   EUROPEAN JOURNAL OF SOIL SCIENCE

Effect of calibration set size on prediction at local scale of soil carbon by Vis-NIR spectroscopy

(2017) Federica Lucà et al.   GEODERMA

The renewability and quality of shallow groundwater in Sanjiang and Songnen Plain, Northeast China

(2017) Bing ZHANG et al.   Journal of Integrative Agriculture

A global spectral library to characterize the world's soil

(2016) R.A. Viscarra Rossel et al.   EARTH-SCIENCE REVIEWS

A Memory-Based Learning Approach as Compared to Other Data Mining Algorithms for the Prediction of Soil Texture Using Diffuse Reflectance Spectra

(2016) Asa Gholizadeh et al.   Remote Sensing

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

(2015) Z. Shi et al.   EUROPEAN JOURNAL OF SOIL SCIENCE

Deep learning

(2015) Yann LeCun et al.   NATURE

Development of a national VNIR soil-spectral library for soil classification and prediction of organic matter concentrations

(2014) Zhou Shi et al.   Science China-Earth Sciences

The spectrum-based learner: A new local approach for modeling soil vis–NIR spectra of complex datasets

(2013) Leonardo Ramirez-Lopez et al.   GEODERMA

Laboratory assessment of three quantitative methods for estimating the organic matter content of soils in China based on visible/near-infrared reflectance spectra

(2013) Yongchao Tian et al.   GEODERMA

The dimensions of soil security

(2013) Alex McBratney et al.   GEODERMA

Prediction of soil organic carbon content by diffuse reflectance spectroscopy using a local partial least square regression approach

(2013) Marco Nocita et al.   SOIL BIOLOGY & BIOCHEMISTRY

EEG signals classification using the K-means clustering and a multilayer perceptron neural network model

(2011) Umut Orhan et al.   EXPERT SYSTEMS WITH APPLICATIONS

Spectral reflectance based indices for soil organic carbon quantification

(2008) H.M. Bartholomeus et al.   GEODERMA

Soil organic carbon prediction by hyperspectral remote sensing and field vis-NIR spectroscopy: An Australian case study

(2008) Cécile Gomez et al.   GEODERMA

Comparison of multivariate methods for inferential modeling of soil carbon using visible/near-infrared spectra

(2008) G.M. Vasques 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