Prediction of pasture yield using machine learning-based optical sensing: a systematic review

A Review of Estimation Methods for Aboveground Biomass in Grasslands Using UAV

(2023) Clara Oliva Gonçalves Bazzo et al.   Remote Sensing

Tools for Predicting Forage Growth in Rangelands and Economic Analyses—A Systematic Review

(2023) Srinivasagan N. Subhashree et al.   Agriculture-Basel

Nitrogen variability assessment of pasture fields under an integrated crop-livestock system using UAV, PlanetScope, and Sentinel-2 data

(2022) F.R.da S. Pereira et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

From distributed machine learning to federated learning: a survey

(2022) Ji Liu et al.   KNOWLEDGE AND INFORMATION SYSTEMS

Unmanned Aerial Vehicle (UAV) Remote Sensing in Grassland Ecosystem Monitoring: A Systematic Review

(2022) Xin Lyu et al.   Remote Sensing

Estimating pasture aboveground biomass under an integrated crop-livestock system based on spectral and texture measures derived from UAV images

(2022) Rodrigo G. Freitas et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Herbage Mass, N Concentration, and N Uptake of Temperate Grasslands Can Adequately Be Estimated from UAV-Based Image Data Using Machine Learning

(2022) Ulrike Lussem et al.   Remote Sensing

Within and combined season prediction models for perennial ryegrass biomass yield using ground- and air-based sensor data

(2022) Phat T. Nguyen et al.   Frontiers in Plant Science

Precipitation and temperature regulate species diversity, plant coverage and aboveground biomass through opposing mechanisms in large-scale grasslands

(2022) Zhenyu Yao et al.   Frontiers in Plant Science

Prediction of aboveground biomass and dry‐matter content in brachiaria pastures by combining meteorological data and satellite imagery

(2021) Igor L. Bretas et al.   GRASS AND FORAGE SCIENCE

Estimation of forage biomass and vegetation cover in grasslands using UAV imagery

(2021) Jérôme Théau et al.   PLoS One

A comprehensive review on recent applications of unmanned aerial vehicle remote sensing with various sensors for high-throughput plant phenotyping

(2021) Lei Feng et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Estimating Pasture Biomass Using Sentinel-2 Imagery and Machine Learning

(2021) Yun Chen et al.   Remote Sensing

Forage yield and quality estimation by means of UAV and hyperspectral imaging

(2021) J. Geipel et al.   PRECISION AGRICULTURE

The journal coverage of Web of Science, Scopus and Dimensions: A comparative analysis

(2021) Vivek Kumar Singh et al.   SCIENTOMETRICS

Assessing the capability of MODIS to monitor mixed pastures with high-intensity grazing at a fine-scale

(2021) Yane de Freitas da Silva et al.   Geocarto International

The Application of an Unmanned Aerial System and Machine Learning Techniques for Red Clover-Grass Mixture Yield Esti-mation Under Variety Performance Trials

(2021) Kai-Yun Li et al.   Remote Sensing

Convolutional Neural Networks to Estimate Dry Matter Yield in a Guineagrass Breeding Program Using UAV Remote Sensing

(2021) Gabriel Silva de Oliveira et al.   SENSORS

Improving Accuracy of Herbage Yield Predictions in Perennial Ryegrass with UAV-Based Structural and Spectral Data Fusion and Machine Learning

(2021) Joanna Pranga et al.   Remote Sensing

A Review of Precision Technologies for Optimising Pasture Measurement on Irish Grassland

(2021) Darren J. Murphy et al.   Agriculture-Basel

Perennial ryegrass biomass retrieval through multispectral UAV data

(2021) Gustavo Togeirode Alckmin et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Estimation of biomass and nutritive value of grass and clover mixtures by analyzing spectral and crop height data using chemometric methods

(2021) Sashuang Sun et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

The use of machine learning methods to estimate aboveground biomass of grasslands: A review

(2021) Tiago G. Morais et al.   ECOLOGICAL INDICATORS

Grassland ecosystem services: a systematic review of research advances and future directions

(2020) Yuanyuan Zhao et al.   LANDSCAPE ECOLOGY

The potential of UAV-borne spectral and textural information for predicting aboveground biomass and N fixation in legume-grass mixtures

(2020) Esther Grüner et al.   PLoS One

Comparing methods to estimate perennial ryegrass biomass: canopy height and spectral vegetation indices

(2020) Gustavo Togeiro de Alckmin et al.   PRECISION AGRICULTURE

The Fusion of Spectral and Structural Datasets Derived from an Airborne Multispectral Sensor for Estimation of Pasture Dry Matter Yield at Paddock Scale with Time

(2020) Senani Karunaratne et al.   Remote Sensing

Monitoring Pasture Aboveground Biomass and Canopy Height in an Integrated Crop–Livestock System Using Textural Information from PlanetScope Imagery

(2020) Aliny A. Dos Reis et al.   Remote Sensing

Estimating Grassland Parameters from Sentinel-2: A Model Comparison Study

(2020) M. Schwieder et al.   PFG-Journal of Photogrammetry Remote Sensing and Geoinformation Science

Machine learning estimators for the quantity and quality of grass swards used for silage production using drone-based imaging spectrometry and photogrammetry

(2020) Raquel Alves Oliveira et al.   REMOTE SENSING OF ENVIRONMENT

Monitoring Forage Mass with Low-Cost UAV Data: Case Study at the Rengen Grassland Experiment

(2020) Ulrike Lussem et al.   PFG-Journal of Photogrammetry Remote Sensing and Geoinformation Science

Remote sensing data fusion as a tool for biomass prediction in extensive grasslands invaded by L. polyphyllus

(2020) Damian Schulze‐Brüninghoff et al.   Remote Sensing in Ecology and Conservation

Predicting pasture biomass using a statistical model and machine learning algorithm implemented with remotely sensed imagery

(2020) Daniele De Rosa et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Biomass Prediction of Heterogeneous Temperate Grasslands Using an SfM Approach Based on UAV Imaging

(2019) Esther Grüner et al.   Agronomy-Basel

Estimation of yield and quality of legume and grass mixtures using partial least squares and support vector machine analysis of spectral data

(2019) Zhenjiang Zhou et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Canopy height measurements and non‐destructive biomass estimation of Lolium perenne swards using UAV imagery

(2019) Irene Borra‐Serrano et al.   GRASS AND FORAGE SCIENCE

Evaluation of Grass Quality under Different Soil Management Scenarios Using Remote Sensing Techniques

(2019) Mohammad Sadegh Askari et al.   Remote Sensing

A review of vegetation phenological metrics extraction using time-series, multispectral satellite data

(2019) Linglin Zeng et al.   REMOTE SENSING OF ENVIRONMENT

Using remote sensing to estimate forage biomass and nutrient contents at different growth stages

(2018) Lingjie Zeng et al.   BIOMASS & BIOENERGY

Estimating Biomass and Nitrogen Amount of Barley and Grass Using UAV and Aircraft Based Spectral and Photogrammetric 3D Features

(2018) Roope Näsi et al.   Remote Sensing

GHCN-Daily: A treasure trove of climate data awaiting discovery

(2018) Jasmine B.D. Jaffrés   COMPUTERS & GEOSCIENCES

Modeling Managed Grassland Biomass Estimation by Using Multitemporal Remote Sensing Data—A Machine Learning Approach

(2017) Iftikhar Ali et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

The role of soil chemical properties, land use and plant diversity for microbial phosphorus in forest and grassland soils

(2017) Elisabeth Sorkau et al.   JOURNAL OF PLANT NUTRITION AND SOIL SCIENCE

Estimating Biomass of Native Grass Grown under Complex Management Treatments Using WorldView-3 Spectral Derivatives

(2017) Mbulisi Sibanda 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

Soil moisture index improves models of forage production in central Iran

(2017) Zahra Jaberalansar et al.   Archives of Agronomy and Soil Science

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

(2017) Jinru Xue et al.   Journal of Sensors

Diversification and use of bioenergy to maintain future grasslands

(2016) Iain S. Donnison et al.   Food and Energy Security

Describing the Dynamic: Measuring and Assessing the Value of Plants in the Pasture

(2015) Robert L. Kallenbach   CROP SCIENCE

Farm gate level nitrogen balance and use efficiency changes post implementation of the EU Nitrates Directive

(2015) Cathal Buckley et al.   NUTRIENT CYCLING IN AGROECOSYSTEMS

A novel protocol for assessment of aboveground biomass in rangeland environments

(2015) Charity Mundava et al.   RANGELAND JOURNAL

The journal coverage of Web of Science and Scopus: a comparative analysis

(2015) Philippe Mongeon et al.   SCIENTOMETRICS

Building Predictive Models inRUsing thecaretPackage

(2015) Max Kuhn   Journal of Statistical Software

The role of precision agriculture for improved nutrient management on farms

(2014) Carolyn Hedley   JOURNAL OF THE SCIENCE OF FOOD AND AGRICULTURE

Biotic and Abiotic Properties Mediating Plant Diversity Effects on Soil Microbial Communities in an Experimental Grassland

(2014) Markus Lange et al.   PLoS One

Does organic grassland farming benefit plant and arthropod diversity at the expense of yield and soil fertility?

(2013) Valentin H. Klaus et al.   AGRICULTURE ECOSYSTEMS & ENVIRONMENT

Preferred Reporting Items for Systematic Reviews and Meta-Analyses: The PRISMA Statement

(2013) David Moher   ANNALS OF INTERNAL MEDICINE

A survey on feature selection methods

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

The role of grasslands in food security and climate change

(2012) F. P. O'Mara   ANNALS OF BOTANY

To Explain or to Predict?

(2011) Galit Shmueli   STATISTICAL SCIENCE

Spatial distribution of grassland productivity and land use in Europe

(2008) H.J. Smit et al.   AGRICULTURAL SYSTEMS