Estimation of Maize LAI Using Ensemble Learning and UAV Multispectral Imagery under Different Water and Fertilizer Treatments

Phenotyping a diversity panel of quinoa using UAV-retrieved leaf area index, SPAD-based chlorophyll and a random forest approach

(2022) Jiale Jiang et al.   PRECISION AGRICULTURE

Leaf Area Index Estimation of Pergola-Trained Vineyards in Arid Regions Based on UAV RGB and Multispectral Data Using Machine Learning Methods

(2022) Osman Ilniyaz et al.   Remote Sensing

Maize Characteristics Estimation and Classification by Spectral Data under Two Soil Phosphorus Levels

(2022) Baiyu Qiao et al.   Remote Sensing

UAV-Based Hyperspectral and Ensemble Machine Learning for Predicting Yield in Winter Wheat

(2022) Zongpeng Li et al.   Agronomy-Basel

Maize response to coupled irrigation and nitrogen fertilization under center pivot, subsurface drip and surface (furrow) irrigation: Growth, development and productivity

(2022) Suat Irmak et al.   AGRICULTURAL WATER MANAGEMENT

Completing the machine learning saga in fractional snow cover estimation from MODIS Terra reflectance data: Random forests versus support vector regression

(2021) Semih Kuter   REMOTE SENSING OF ENVIRONMENT

Leaf area index estimation model for UAV image hyperspectral data based on wavelength variable selection and machine learning methods

(2021) Juanjuan Zhang et al.   Plant Methods

Optimization of multi-source UAV RS agro-monitoring schemes designed for field-scale crop phenotyping

(2021) Wanxue Zhu et al.   PRECISION AGRICULTURE

Mapping maize crop coefficient Kc using random forest algorithm based on leaf area index and UAV-based multispectral vegetation indices

(2021) Guomin Shao et al.   AGRICULTURAL WATER MANAGEMENT

Linear support vector regression with linear constraints

(2021) Quentin Klopfenstein et al.   MACHINE LEARNING

Remote estimation of leaf area index (LAI) with unmanned aerial vehicle (UAV) imaging for different rice cultivars throughout the entire growing season

(2021) Yan Gong et al.   Plant Methods

Aboveground mangrove biomass estimation in Beibu Gulf using machine learning and UAV remote sensing

(2021) Yichao Tian et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Increasing impact of warm droughts on northern ecosystem productivity over recent decades

(2021) David Gampe et al.   Nature Climate Change

Spatial Modeling of Asthma-Prone Areas Using Remote Sensing and Ensemble Machine Learning Algorithms

(2021) Seyed Vahid Razavi-Termeh et al.   Remote Sensing

Improved Accuracy of Phenological Detection in Rice Breeding by Using Ensemble Models of Machine Learning Based on UAV-RGB Imagery

(2021) Haixiao Ge et al.   Remote Sensing

UAV- and Machine Learning-Based Retrieval of Wheat SPAD Values at the Overwintering Stage for Variety Screening

(2021) Jianjun Wang et al.   Remote Sensing

Entropy Weight Ensemble Framework for Yield Prediction of Winter Wheat Under Different Water Stress Treatments Using Unmanned Aerial Vehicle-Based Multispectral and Thermal Data

(2021) Shuaipeng Fei et al.   Frontiers in Plant Science

Improving Unmanned Aerial Vehicle Remote Sensing-Based Rice Nitrogen Nutrition Index Prediction with Machine Learning

(2020) Hainie Zha et al.   Remote Sensing

Crop Monitoring Using Satellite/UAV Data Fusion and Machine Learning

(2020) Maitiniyazi Maimaitijiang et al.   Remote Sensing

Alfalfa Yield Prediction Using UAV-Based Hyperspectral Imagery and Ensemble Learning

(2020) Luwei Feng et al.   Remote Sensing

Generating Time-Series LAI Estimates of Maize Using Combined Methods Based on Multispectral UAV Observations and WOFOST Model

(2020) Zhiqiang Cheng et al.   SENSORS

Forest and Crop Leaf Area Index Estimation Using Remote Sensing: Research Trends and Future Directions

(2020) Jin Xu et al.   Remote Sensing

StackGenVis: Alignment of Data, Algorithms, and Models for Stacking Ensemble Learning Using Performance Metrics

(2020) Angelos Chatzimparmpas et al.   IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS

Polarimetric Target Decompositions and Light Gradient Boosting Machine for Crop Classification: A Comparative Evaluation

(2019) Mustafa Ustuner et al.   ISPRS International Journal of Geo-Information

Estimation of Forest Leaf Area Index Using Height and Canopy Cover Information Extracted From Unmanned Aerial Vehicle Stereo Imagery

(2019) Dafeng Zhang et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Integrating satellite and climate data to predict wheat yield in Australia using machine learning approaches

(2019) Yaping Cai et al.   AGRICULTURAL AND FOREST METEOROLOGY

A hybrid training approach for leaf area index estimation via Cubist and random forests machine-learning

(2018) Rasmus Houborg et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

A stacking ensemble learning framework for annual river ice breakup dates

(2018) Wei Sun et al.   JOURNAL OF HYDROLOGY

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

(2018) Long Guo et al.   GEODERMA

Evaluating different approaches to non-destructive nitrogen status diagnosis of rice using portable RapidSCAN active canopy sensor

(2017) Junjun Lu et al.   Scientific Reports

Retrieving Soybean Leaf Area Index from Unmanned Aerial Vehicle Hyperspectral Remote Sensing: Analysis of RF, ANN, and SVM Regression Models

(2017) Huanhuan Yuan et al.   Remote Sensing

Significant Remote Sensing Vegetation Indices: A Review of Developments and Applications

(2017) Jinru Xue et al.   Journal of Sensors

Estimating winter wheat (Triticum aestivum) LAI and leaf chlorophyll content from canopy reflectance data by integrating agronomic prior knowledge with the PROSAIL model

(2015) Zhenhai Li et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

A survey on feature selection methods

(2013) Girish Chandrashekar et al.   COMPUTERS & ELECTRICAL ENGINEERING

Review of optical-based remote sensing for plant trait mapping

(2013) Lucie Homolová et al.   Ecological Complexity

Non-destructive estimation of rice plant nitrogen status with Crop Circle multispectral active canopy sensor

(2013) Qiang Cao et al.   FIELD CROPS RESEARCH

Near Infrared Reflectance-Based Tools for Predicting Soil Chemical Properties of Oklahoma Grazinglands

(2012) Brian K. Northup et al.   AGRONOMY JOURNAL

LAI assessment of wheat and potato crops by VENμS and Sentinel-2 bands

(2011) I. Herrmann et al.   REMOTE SENSING OF ENVIRONMENT

Water deficit and nitrogen nutrition of crops. A review

(2010) Victoria Gonzalez-Dugo et al.   Agronomy for Sustainable Development