Machine-learning-based quantitative estimation of soil organic carbon content by VIS/NIR spectroscopy

Mapping alteration using imagery from the Tiangong-1 hyperspectral spaceborne system: Example for the Jintanzi gold province, China

(2018) Lei Liu et al.   International Journal of Applied Earth Observation and Geoinformation

Simultaneous measurement of contents of liquirtin and glycyrrhizic acid in liquorice based on near infrared spectroscopy

(2018) Yuwei Zhu et al.   SPECTROCHIMICA ACTA PART A-MOLECULAR AND BIOMOLECULAR SPECTROSCOPY

Lake Area Changes and Their Influence on Factors in Arid and Semi-Arid Regions along the Silk Road

(2018) Chao Tan et al.   Remote Sensing

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

Desert soil clay content estimation using reflectance spectroscopy preprocessed by fractional derivative

(2017) Jingzhe Wang et al.   PLoS One

Renewable and sustainable energy of Xinjiang and development strategy of node areas in the “Silk Road Economic Belt”

(2017) Li-jun Xu et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Soil Cd, Cr, Cu, Ni, Pb and Zn sorption and retention models using SVM: Variable selection and competitive model

(2017) J.J. González Costa et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Prediction of Soil Organic Matter by VIS–NIR Spectroscopy Using Normalized Soil Moisture Index as a Proxy of Soil Moisture

(2017) Yongsheng Hong et al.   Remote Sensing

Discriminating Spectral Signatures Among and Within Two Closely Related Grapevine Species

(2016) Matthew Maimaitiyiming et al.   PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING

Spectral Exploration of Calcium Accumulation in Organic Matter in Gray Desert Soil from Northwest China

(2016) Ping Wang et al.   PLoS One

Effect of ten years of reduced tillage and recycling of organic matter on crop yields, soil organic carbon and its fractions in Alfisols of semi arid tropics of southern India

(2016) J.V.N.S. Prasad et al.   SOIL & TILLAGE RESEARCH

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

Evaluation of the pollution and human health risks posed by heavy metals in the atmospheric dust in Ebinur Basin in Northwest China

(2015) Jilili Abuduwailil et al.   ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH

Accounting for the effects of water and the environment on proximally sensed vis-NIR soil spectra and their calibrations

(2015) W. Ji et al.   EUROPEAN JOURNAL OF SOIL SCIENCE

Digital mapping of soil organic matter for rubber plantation at regional scale: An application of random forest plus residuals kriging approach

(2015) Peng-Tao Guo et al.   GEODERMA

Determining soil properties in Amazonian Dark Earths by reflectance spectroscopy

(2015) Suzana Romeiro Araújo et al.   GEODERMA

Global change pressures on soils from land use and management

(2015) Pete Smith et al.   GLOBAL CHANGE BIOLOGY

Study on Spatial Variability of Soil Nutrients in Ebinur Lake Wetlands in China

(2015) Yonghui Wang et al.   JOURNAL OF COASTAL RESEARCH

Spectroscopic Analysis of Green, Desiccated and Dead Tamarisk Canopies

(2015) Philip E. Dennison et al.   PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING

Comparison between artificial neural network and partial least squares for on-line visible and near infrared spectroscopy measurement of soil organic carbon, pH and clay content

(2015) Boyan Kuang et al.   SOIL & TILLAGE RESEARCH

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

Spatial prediction of soil organic matter content integrating artificial neural network and ordinary kriging in Tibetan Plateau

(2014) Fuqiang Dai et al.   ECOLOGICAL INDICATORS

Measurement of total anthocyanins content in flowering tea using near infrared spectroscopy combined with ant colony optimization models

(2014) Huang Xiaowei et al.   FOOD CHEMISTRY

Monitoring and evaluating spatial variability of soil salinity in dry and wet seasons in the Werigan–Kuqa Oasis, China, using remote sensing and electromagnetic induction instruments

(2014) Jianli Ding et al.   GEODERMA

Rapid determination of soil organic matter quality indicators using visible near infrared reflectance spectroscopy

(2014) Mervin St. Luce et al.   GEODERMA

Modeling soil parameters using hyperspectral image reflectance in subtropical coastal wetlands

(2014) Naveen J.P. Anne et al.   International Journal of Applied Earth Observation and Geoinformation

Land-Use Type Effects on Soil Organic Carbon and Microbial Properties in a Semi-arid Region of Northeast Brazil

(2014) Ana Carolina Câmara Ferreira et al.   LAND DEGRADATION & DEVELOPMENT

Semi-Automated Disaggregation of a Conventional Soil Map Using Knowledge Driven Data Mining and Random Forests in the Sonoran Desert, USA

(2014) Travis W. Nauman et al.   PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING

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

Estimating Soil Organic Carbon Using VIS/NIR Spectroscopy with SVMR and SPA Methods

(2014) Xiaoting Peng et al.   Remote Sensing

Soil Organic Carbon Modeling and Mapping in a Semi-Arid Environment Using Thematic Mapper Data

(2013) Salahuddin M. Jaber et al.   PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING

Vegetation index suites as indicators of vegetation state in grassland and savanna: An analysis with simulated SENTINEL 2 data for a North American transect

(2013) Michael J. Hill   REMOTE SENSING OF ENVIRONMENT

Evaluation of Hyperspectral Multi-Band Indices to Estimate Chlorophyll-A Concentration Using Field Spectral Measurements and Satellite Data in Dianshan Lake, China

(2013) Liguo Zhou et al.   Water

Soil total carbon analysis in Hawaiian soils with visible, near-infrared and mid-infrared diffuse reflectance spectroscopy

(2012) Meryl L. McDowell et al.   GEODERMA

High density biomass estimation for wetland vegetation using WorldView-2 imagery and random forest regression algorithm

(2012) Onisimo Mutanga et al.   International Journal of Applied Earth Observation and Geoinformation

Comparison of multivariate methods for estimating soil total nitrogen with visible/near-infrared spectroscopy

(2012) Tiezhu Shi et al.   PLANT AND SOIL

Strategies for Soil Quality Assessment Using Visible and Near-Infrared Reflectance Spectroscopy in a Western Kenya Chronosequence

(2012) Rintaro Kinoshita et al.   SOIL SCIENCE SOCIETY OF AMERICA JOURNAL

Comparing different multivariate calibration methods for the determination of soil organic carbon pools with visible to near infrared spectroscopy

(2011) Michael Vohland et al.   GEODERMA

A method for handling metabonomics data from liquid chromatography/mass spectrometry: combinational use of support vector machine recursive feature elimination, genetic algorithm and random forest for feature selection

(2011) Xiaohui Lin et al.   Metabolomics

Ecological monitoring of wetlands in semi-arid region of Konya closed Basin, Turkey

(2011) Jay Krishna Thakur et al.   Regional Environmental Change

Measuring soil organic carbon in croplands at regional scale using airborne imaging spectroscopy

(2010) Antoine Stevens et al.   GEODERMA

Using data mining to model and interpret soil diffuse reflectance spectra

(2010) R.A. Viscarra Rossel et al.   GEODERMA

Support vector machines in remote sensing: A review

(2010) Giorgos Mountrakis et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Carbon Storage and Fluxes within Freshwater Wetlands: a Critical Review

(2010) Birol Kayranli et al.   WETLANDS

Visible near-infrared reflectance spectroscopy as a predictive indicator of soil properties

(2009) D. Summers et al.   ECOLOGICAL INDICATORS

Simulated in situ characterization of soil organic and inorganic carbon with visible near-infrared diffuse reflectance spectroscopy

(2009) Cristine L.S. Morgan et al.   GEODERMA

Simulation of EO-1 Hyperion Data from ALI Multispectral Data Based on the Spectral Reconstruction Approach

(2009) Bo Liu et al.   SENSORS

Novel hyperspectral reflectance models for estimating black-soil organic matter in Northeast China

(2008) Huanjun Liu et al.   ENVIRONMENTAL MONITORING AND ASSESSMENT

Near infrared spectroscopy for determination of various physical, chemical and biochemical properties in Mediterranean soils

(2008) R. Zornoza et al.   SOIL BIOLOGY & BIOCHEMISTRY

Assessment of wetland fragmentation in the Tarim River basin, western China

(2008) Ruifeng Zhao et al.   Environmental geology.