Estimation of Soil Organic Carbon Using Vis-NIR Spectral Data and Spectral Feature Bands Selection in Southern Xinjiang, China

Exploring the potential of UAV hyperspectral image for estimating soil salinity: Effects of optimal band combination algorithm and random forest

(2022) Chuan Mei Zhu et al.   SPECTROCHIMICA ACTA PART A-MOLECULAR AND BIOMOLECULAR SPECTROSCOPY

Stoichiometry of soil carbon, nitrogen, and phosphorus in farmland soils in southern China: Spatial pattern and related dominates

(2022) Bifeng Hu et al.   CATENA

Spatial variability and potential controls of soil organic matter in the Eastern Dongting Lake Plain in southern China

(2021) Bifeng Hu et al.   JOURNAL OF SOILS AND SEDIMENTS

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

A method combining FTIR-ATR and Raman spectroscopy to determine soil organic matter: Improvement of prediction accuracy using competitive adaptive reweighted sampling (CARS)

(2021) Zhe Xing et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Supporting soil and land assessment with machine learning models using the Vis-NIR spectral response

(2021) Stanisław Gruszczyński et al.   GEODERMA

Estimation of soil organic matter content using selected spectral subset of hyperspectral data

(2021) Weichao Sun et al.   GEODERMA

Modelling bioaccumulation of heavy metals in soil-crop ecosystems and identifying its controlling factors using machine learning

(2020) Bifeng Hu et al.   ENVIRONMENTAL POLLUTION

Depth-to-bedrock map of China at a spatial resolution of 100 meters

(2020) Fapeng Yan et al.   Scientific Data

Deep learning in environmental remote sensing: Achievements and challenges

(2020) Qiangqiang Yuan et al.   REMOTE SENSING OF ENVIRONMENT

Combination of efficient signal pre-processing and optimal band combination algorithm to predict soil organic matter through visible and near-infrared spectra

(2020) Zipeng Zhang et al.   SPECTROCHIMICA ACTA PART A-MOLECULAR AND BIOMOLECULAR SPECTROSCOPY

Hyperspectral imaging for high-resolution mapping of soil carbon fractions in intact paddy soil profiles with multivariate techniques and variable selection

(2020) Shengxiang Xu et al.   GEODERMA

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

Crop nitrogen monitoring: Recent progress and principal developments in the context of imaging spectroscopy missions

(2020) Katja Berger et al.   REMOTE SENSING OF ENVIRONMENT

Prediction of soil organic and inorganic carbon concentrations in Tunisian samples by mid-infrared reflectance spectroscopy using a French national library

(2020) Cécile Gomez et al.   GEODERMA

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

(2020) Yilin Bao et al.   CATENA

Developing pedotransfer functions to harmonize extractable soil phosphorus content measured with different methods: A case study across the mainland of France

(2020) Bifeng Hu et al.   GEODERMA

Transfer learning to localise a continental soil vis-NIR calibration model

(2019) J. Padarian et al.   GEODERMA

Deep learning in remote sensing applications: A meta-analysis and review

(2019) Lei Ma et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

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

Capability of Sentinel-2 MSI data for monitoring and mapping of soil salinity in dry and wet seasons in the Ebinur Lake region, Xinjiang, China

(2019) Jingzhe Wang 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

Hyperspectral inversion of soil organic matter content in cultivated land based on wavelet transform

(2019) Xiaohe Gu et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Prediction of soil fertility via portable X-ray fluorescence (pXRF) spectrometry and soil texture in the Brazilian Coastal Plains

(2019) Renata Andrade et al.   GEODERMA

In situ and laboratory soil spectroscopy with portable visible-to-near-infrared and mid-infrared instruments for the assessment of organic carbon in soils

(2019) Christopher Hutengs et al.   GEODERMA

Improving identification ability of adulterants in powdered Panax notoginseng using particle swarm optimization and data fusion

(2019) Xiaodong Yang et al.   INFRARED PHYSICS & TECHNOLOGY

Modern practical convolutional neural networks for multivariate regression: Applications to NIR calibration

(2018) Chenhao Cui et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

Estimating soil salinity from remote sensing and terrain data in southern Xinjiang Province, China

(2018) Jie Peng et al.   GEODERMA

Transfer Learning for Soil Spectroscopy Based on Convolutional Neural Networks and Its Application in Soil Clay Content Mapping Using Hyperspectral Imagery

(2018) Lanfa Liu et al.   SENSORS

Spectral features extraction for estimation of soil total nitrogen content based on modified ant colony optimization algorithm

(2018) Yao Zhang et al.   GEODERMA

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

Estimating soil zinc concentrations using reflectance spectroscopy

(2017) Weichao Sun et al.   International Journal of Applied Earth Observation and Geoinformation

More Data or a Better Model? Figuring Out What Matters Most for the Spatial Prediction of Soil Carbon

(2017) P.D.S.N. Somarathna et al.   SOIL SCIENCE SOCIETY OF AMERICA JOURNAL

Application of portable XRF and VNIR sensors for rapid assessment of soil heavy metal pollution

(2017) Bifeng Hu et al.   PLoS One

Remote estimation of soil organic matter content in the Sanjiang Plain, Northest China: The optimal band algorithm versus the GRA-ANN model

(2016) Xiuliang Jin et al.   AGRICULTURAL AND FOREST METEOROLOGY

Moisture insensitive prediction of soil properties from VNIR reflectance spectra based on external parameter orthogonalization

(2016) Nuwan K. Wijewardane et al.   GEODERMA

Integrative random forest for gene regulatory network inference

(2015) Francesca Petralia et al.   BIOINFORMATICS

Comparison of the variable importance in projection (VIP) and of the selectivity ratio (SR) methods for variable selection and interpretation

(2015) Mireia Farrés et al.   JOURNAL OF CHEMOMETRICS

Deep learning

(2015) Yann LeCun et al.   NATURE

Calibration of visible and near infrared spectroscopy for soil analysis at the field scale on three European farms

(2011) B. Kuang et al.   EUROPEAN JOURNAL OF SOIL SCIENCE

Near-infrared (NIR) and mid-infrared (MIR) spectroscopic techniques for assessing the amount of carbon stock in soils – Critical review and research perspectives

(2011) Véronique Bellon-Maurel et al.   SOIL BIOLOGY & BIOCHEMISTRY

Using data mining to model and interpret soil diffuse reflectance spectra

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

Key wavelengths screening using competitive adaptive reweighted sampling method for multivariate calibration

(2009) Hongdong Li et al.   ANALYTICA CHIMICA ACTA