Combining UAV-based hyperspectral imagery and machine learning algorithms for soil moisture content monitoring

Modelling and mapping soil organic carbon stocks in Brazil

(2019) Lucas Carvalho Gomes et al.   GEODERMA

Wavelet-based coupling of leaf and canopy reflectance spectra to improve the estimation accuracy of foliar nitrogen concentration

(2018) Junjie Wang et al.   AGRICULTURAL AND FOREST METEOROLOGY

In field quantification and discrimination of different vineyard water regimes by on-the-go NIR spectroscopy

(2018) Juan Fernández-Novales et al.   BIOSYSTEMS ENGINEERING

Research on air pollutant concentration prediction method based on self-adaptive neuro-fuzzy weighted extreme learning machine

(2018) Yongan Li et al.   ENVIRONMENTAL POLLUTION

Monitoring soil lead and zinc contents via combination of spectroscopy with extreme learning machine and other data mining methods

(2018) Vahid Khosravi et al.   GEODERMA

Early assessment of crop yield from remotely sensed water stress and solar radiation data

(2018) Mauro E. Holzman et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Modeling variations in soil salinity in the oasis of Junggar Basin, China

(2018) Ligang Ma et al.   LAND DEGRADATION & DEVELOPMENT

Information theoretic evaluation of satellite soil moisture retrievals

(2018) Sujay V. Kumar et al.   REMOTE SENSING OF ENVIRONMENT

Fractional vegetation cover estimation by using multi-angle vegetation index

(2018) Xihan Mu et al.   REMOTE SENSING OF ENVIRONMENT

Rapid prediction of total petroleum hydrocarbons concentration in contaminated soil using vis-NIR spectroscopy and regression techniques

(2018) R.K. Douglas et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Rapid identification of soil organic matter level via visible and near-infrared spectroscopy: Effects of two-dimensional correlation coefficient and extreme learning machine

(2018) Yongsheng Hong et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Influence of soil moisture content on assessment of bulk density with combined frequency domain reflectometry and visible and near infrared spectroscopy under semi field conditions

(2018) Abdul M. Mouazen et al.   SOIL & TILLAGE RESEARCH

Evaluating calibration methods for predicting soil available nutrients using hyperspectral VNIR data

(2018) Haijun Qi et al.   SOIL & TILLAGE RESEARCH

The Spatiotemporal Response of Soil Moisture to Precipitation and Temperature Changes in an Arid Region, China

(2018) Yunqian Wang et al.   Remote Sensing

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

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

(2018) Jie Peng 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

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

Exploiting the centimeter resolution of UAV multispectral imagery to improve remote-sensing estimates of canopy structure and biochemistry in sugar beet crops

(2018) Sylvain Jay et al.   REMOTE SENSING OF ENVIRONMENT

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

(2018) Jianli Ding et al.   PeerJ

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

Estimating lead and zinc concentrations in peri-urban agricultural soils through reflectance spectroscopy: Effects of fractional-order derivative and random forest

(2018) Yongsheng Hong et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Prediction of soil organic carbon stock by laboratory spectral data and airborne hyperspectral images

(2018) Long Guo et al.   GEODERMA

Estimating heavy metal concentrations in suburban soils with reflectance spectroscopy

(2018) Hang Cheng et al.   GEODERMA

Prediction of soil moisture scarcity using sequential Gaussian simulation in an arid region of China

(2017) Shuaipu Zhang et al.   GEODERMA

Spectral Curve Shape Matching Using Derivatives in Hyperspectral Images

(2017) Delian Liu et al.   IEEE Geoscience and Remote Sensing Letters

Unmanned Aerial System (UAS)-based phenotyping of soybean using multi-sensor data fusion and extreme learning machine

(2017) Maitiniyazi Maimaitijiang et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Estimates of plant density of wheat crops at emergence from very low altitude UAV imagery

(2017) Xiuliang Jin et al.   REMOTE SENSING OF ENVIRONMENT

The optical trapezoid model: A novel approach to remote sensing of soil moisture applied to Sentinel-2 and Landsat-8 observations

(2017) Morteza Sadeghi et al.   REMOTE SENSING OF ENVIRONMENT

Temperature-Vegetation-soil Moisture Dryness Index (TVMDI)

(2017) Meisam Amani et al.   REMOTE SENSING OF ENVIRONMENT

Burn effects on soil properties associated to heat transfer under contrasting moisture content

(2017) David Badía et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Comparison between Random Forests, Artificial Neural Networks and Gradient Boosted Machines Methods of On-Line Vis-NIR Spectroscopy Measurements of Soil Total Nitrogen and Total Carbon

(2017) Said Nawar et al.   SENSORS

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

Estimation of Wheat LAI at Middle to High Levels Using Unmanned Aerial Vehicle Narrowband Multispectral Imagery

(2017) Xia Yao et al.   Remote Sensing

Assessment of Soil Degradation by Erosion Based on Analysis of Soil Properties Using Aerial Hyperspectral Images and Ancillary Data, Czech Republic

(2017) Daniel Žížala et al.   Remote Sensing

Adaptive Estimation of Crop Water Stress in Nectarine and Peach Orchards Using High-Resolution Imagery from an Unmanned Aerial Vehicle (UAV)

(2017) Suyoung Park et al.   Remote Sensing

Hyperspectral Imaging: A Review on UAV-Based Sensors, Data Processing and Applications for Agriculture and Forestry

(2017) Telmo Adão et al.   Remote Sensing

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

Machine learning based prediction of soil total nitrogen, organic carbon and moisture content by using VIS-NIR spectroscopy

(2016) Antonios Morellos et al.   BIOSYSTEMS ENGINEERING

Evaluation of MLSR and PLSR for estimating soil element contents using visible/near-infrared spectroscopy in apple orchards on the Jiaodong peninsula

(2016) Xiang Yu et al.   CATENA

Detection of rice phenology through time series analysis of ground-based spectral index data

(2016) Hengbiao Zheng et al.   FIELD CROPS RESEARCH

Random forest in remote sensing: A review of applications and future directions

(2016) Mariana Belgiu et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

2DCOS and I. Three decades of two-dimensional correlation spectroscopy

(2016) Isao Noda   JOURNAL OF MOLECULAR STRUCTURE

Estimating the soil clay content and organic matter by means of different calibration methods of vis-NIR diffuse reflectance spectroscopy

(2016) Said Nawar et al.   SOIL & TILLAGE RESEARCH

A new optical method coupling light polarization and Vis–NIR spectroscopy to improve the measurement of soil carbon content

(2016) Alexia Gobrecht et al.   SOIL & TILLAGE RESEARCH

Monitoring Agronomic Parameters of Winter Wheat Crops with Low-Cost UAV Imagery

(2016) Michael Schirrmann et al.   Remote Sensing

Prediction of Soil Moisture Content and Soil Salt Concentration from Hyperspectral Laboratory and Field Data

(2016) Chi Xu et al.   Remote Sensing

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

Generation of Spectral–Temporal Response Surfaces by Combining Multispectral Satellite and Hyperspectral UAV Imagery for Precision Agriculture Applications

(2015) Caroline M. Gevaert et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Robust and Accurate Shape Model Matching Using Random Forest Regression-Voting

(2015) Claudia Lindner et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Advantage of hyperspectral EO-1 Hyperion over multispectral IKONOS, GeoEye-1, WorldView-2, Landsat ETM+, and MODIS vegetation indices in crop biomass estimation

(2015) Michael Marshall et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Water allocation and water consumption of irrigated agriculture and natural vegetation in the Aksu-Tarim river basin, Xinjiang, China

(2015) Niels Thevs et al.   JOURNAL OF ARID ENVIRONMENTS

Trends in extreme learning machines: A review

(2015) Gao Huang et al.   NEURAL NETWORKS

Estimation of crop LAI using hyperspectral vegetation indices and a hybrid inversion method

(2015) Liang Liang et al.   REMOTE SENSING OF ENVIRONMENT

Estimation of Soil Moisture Content from the Spectral Reflectance of Bare Soils in the 0.4–2.5 µm Domain

(2015) Sophie Fabre et al.   SENSORS

Spatio-temporal patterns of drought in North Xinjiang, China, 1961–2012 based on meteorological drought index

(2015) Yanfeng Wu et al.   Journal of Arid Land

Is Extreme Learning Machine Feasible? A Theoretical Assessment (Part I)

(2015) Xia Liu et al.   IEEE Transactions on Neural Networks and Learning Systems

Is Extreme Learning Machine Feasible? A Theoretical Assessment (Part II)

(2015) Shaobo Lin et al.   IEEE Transactions on Neural Networks and Learning Systems

Assessment of Surface Soil Moisture Using High-Resolution Multi-Spectral Imagery and Artificial Neural Networks

(2015) Leila Hassan-Esfahani et al.   Remote Sensing

Are soil-adjusted vegetation indices better than soil-unadjusted vegetation indices for above-ground green biomass estimation in arid and semi-arid grasslands?

(2014) H. Ren et al.   GRASS AND FORAGE SCIENCE

Estimating soil moisture and the relationship with crop yield using surface temperature and vegetation index

(2014) M.E. Holzman et al.   International Journal of Applied Earth Observation and Geoinformation

A critical review of soil moisture measurement

(2014) Susha Lekshmi S.U. et al.   MEASUREMENT

Estimation of water-related biochemical and biophysical vegetation properties using multitemporal airborne hyperspectral data and its comparison to MODIS spectral response

(2014) A. Casas et al.   REMOTE SENSING OF ENVIRONMENT

Modeling and Mapping of Soil Salinity with Reflectance Spectroscopy and Landsat Data Using Two Quantitative Methods (PLSR and MARS)

(2014) Said Nawar et al.   Remote Sensing

Prediction of soil organic carbon for different levels of soil moisture using Vis-NIR spectroscopy

(2012) Marco Nocita 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

Uncertainty in the spatial prediction of soil texture

(2011) Mareike Ließ et al.   GEODERMA

Extreme Learning Machine for Regression and Multiclass Classification

(2011) Guang-Bin Huang et al.   IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS

An investigation into robust spectral indices for leaf chlorophyll estimation

(2011) Russell Main et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Extracting Red Edge Position Parameters from Ground- and Space-Based Hyperspectral Data for Estimation of Canopy Leaf Nitrogen Concentration in Rice

(2011) Yongchao Tian et al.   PLANT PRODUCTION SCIENCE

Nitrogen Concentration Estimation in Tomato Leaves by VIS-NIR Non-Destructive Spectroscopy

(2011) Valentina Ulissi et al.   SENSORS

Estimating chlorophyll content from hyperspectral vegetation indices: Modeling and validation

(2008) Chaoyang Wu et al.   AGRICULTURAL AND FOREST METEOROLOGY