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

Object-Based Classification Approaches for Multitemporal Identification and Monitoring of Pastures in Agroforestry Regions using Multispectral Unmanned Aerial Vehicle Products

(2020) Pedro Vilar et al.   Remote Sensing

Remote Sensing Techniques for Soil Organic Carbon Estimation: A Review

(2019) Theodora Angelopoulou et al.   Remote Sensing

Classification of Crops, Pastures, and Tree Plantations along the Season with Multi-Sensor Image Time Series in a Subtropical Agricultural Region

(2019) Cecília Lira Melo de Oliveira Santos et al.   Remote Sensing

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

(2019) Esther Grüner et al.   Agronomy-Basel

Machine Learning in Medicine

(2019) Alvin Rajkomar et al.   NEW ENGLAND JOURNAL OF MEDICINE

Object-Based Land Cover Classification of Cork Oak Woodlands using UAV Imagery and Orfeo ToolBox

(2019) Giandomenico De Luca et al.   Remote Sensing

Estimating grassland aboveground biomass on the Tibetan Plateau using a random forest algorithm

(2019) Na Zeng et al.   ECOLOGICAL INDICATORS

Effects of grazing patterns on grassland biomass and soil environments in China: A meta-analysis

(2019) Yunqing Hao et al.   PLoS One

Estimating leaf area index and aboveground biomass of grazing pastures using Sentinel-1, Sentinel-2 and Landsat images

(2019) Jie Wang et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

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

(2019) Mohammad Sadegh Askari et al.   Remote Sensing

Ecosystem functioning in urban grasslands: The role of biodiversity, plant invasions and urbanization

(2019) Gabriela Onandia et al.   PLoS One

Remote sensing of the terrestrial carbon cycle: A review of advances over 50 years

(2019) Jingfeng Xiao et al.   REMOTE SENSING OF ENVIRONMENT

Grassland ecosystem services in a changing environment: The potential of hyperspectral monitoring

(2019) W.A. Obermeier et al.   REMOTE SENSING OF ENVIRONMENT

Lidar provides novel insights into the effect of pixel size and grazing intensity on measures of spatial heterogeneity in a native bunchgrass ecosystem

(2019) By V.S. Jansen et al.   REMOTE SENSING OF ENVIRONMENT

Estimating vegetation biomass and cover across large plots in shrub and grass dominated drylands using terrestrial lidar and machine learning

(2018) Kyle E. Anderson et al.   ECOLOGICAL INDICATORS

Estimates of grassland biomass and turnover time on the Tibetan Plateau

(2018) Jiangzhou Xia et al.   Environmental Research Letters

Characterizing the spatio-temporal variations of C3 and C4 dominated grasslands aboveground biomass in the Drakensberg, South Africa

(2018) Cletah Shoko et al.   International Journal of Applied Earth Observation and Geoinformation

The biomass distribution on Earth

(2018) Yinon M. Bar-On et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Grassland canopy cover and aboveground biomass in Mongolia and Inner Mongolia: Spatiotemporal estimates and controlling factors

(2018) Ranjeet John et al.   REMOTE SENSING OF ENVIRONMENT

Modeling grassland above-ground biomass based on artificial neural network and remote sensing in the Three-River Headwaters Region

(2018) Shuxia Yang et al.   REMOTE SENSING OF ENVIRONMENT

Increasing importance of precipitation variability on global livestock grazing lands

(2018) Lindsey L. Sloat et al.   Nature Climate Change

Soil Organic Carbon Estimation in Croplands by Hyperspectral Remote APEX Data Using the LUCAS Topsoil Database

(2018) Fabio Castaldi et al.   Remote Sensing

Sustainable monitoring coverage of unmanned aerial vehicle photogrammetry according to wing type and image resolution

(2018) Samuel Park et al.   ENVIRONMENTAL POLLUTION

Index insurances for grasslands – A review for Europe and North-America

(2018) Willemijn Vroege et al.   AGRICULTURAL SYSTEMS

Mapping pasture biomass in Mongolia using Partial Least Squares, Random Forest regression and Landsat 8 imagery

(2018) Munkhdulam Otgonbayar et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Application of Spectrally Derived Soil Type as Ancillary Data to Improve the Estimation of Soil Organic Carbon by Using the Chinese Soil Vis-NIR Spectral Library

(2018) Yi Liu et al.   Remote Sensing

“BalSim”: A Carbon, Nitrogen and Greenhouse Gas Mass Balance Model for Pastures

(2018) Ricardo Teixeira et al.   Sustainability

The Effects on Greenhouse Gas Emissions of Ecological Intensification of Meat Production with Rainfed Sown Biodiverse Pastures

(2018) Tiago G. Morais et al.   Sustainability

Characterizing Livestock Production in Portuguese Sown Rainfed Grasslands: Applying the Inverse Approach to a Process-Based Model

(2018) Tiago Morais et al.   Sustainability

A Practical Comparison of Regionalized Land Use and Biodiversity Life Cycle Impact Assessment Models Using Livestock Production as a Case Study

(2018) Ricardo Teixeira et al.   Sustainability

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

From local spectral measurements to maps of vegetation cover and biomass on the Qinghai-Tibet-Plateau: Do we need hyperspectral information?

(2017) Hanna Meyer et al.   International Journal of Applied Earth Observation and Geoinformation

Unexpectedly large impact of forest management and grazing on global vegetation biomass

(2017) Karl-Heinz Erb et al.   NATURE

The Need for Accurate Geometric and Radiometric Corrections of Drone-Borne Hyperspectral Data for Mineral Exploration: MEPHySTo—A Toolbox for Pre-Processing Drone-Borne Hyperspectral Data

(2017) Sandra Jakob et al.   Remote Sensing

Lidar Aboveground Vegetation Biomass Estimates in Shrublands: Prediction, Uncertainties and Application to Coarser Scales

(2017) Aihua Li et al.   Remote Sensing

Normalized Difference Vegetation Index as an Estimator for Abundance and Quality of Avian Herbivore Forage in Arctic Alaska

(2017) Kyle Hogrefe et al.   Remote Sensing

A step toward regionalized scale-consistent agricultural life cycle assessment inventories

(2017) Tiago G Morais et al.   Integrated Environmental Assessment and Management

Vegetation biomass estimation with remote sensing: focus on forest and other wooded land over the Mediterranean ecosystem

(2016) Georgia Galidaki et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Comparison of machine-learning methods for above-ground biomass estimation based on Landsat imagery

(2016) Chaofan Wu et al.   Journal of Applied Remote Sensing

Satellite remote sensing of grasslands: from observation to management

(2016) Iftikhar Ali et al.   Journal of Plant Ecology

Biodiversity at multiple trophic levels is needed for ecosystem multifunctionality

(2016) Santiago Soliveres et al.   NATURE

Grassland and Cropland Net Ecosystem Production of the U.S. Great Plains: Regression Tree Model Development and Comparative Analysis

(2016) Bruce Wylie et al.   Remote Sensing

Do Agrometeorological Data Improve Optical Satellite-Based Estimations of the Herbaceous Yield in Sahelian Semi-Arid Ecosystems?

(2016) Abdoul Diouf et al.   Remote Sensing

Satellite remote sensing of grasslands: from observation to management

(2016) Iftikhar Ali et al.   Journal of Plant Ecology

Monitoring grass nutrients and biomass as indicators of rangeland quality and quantity using random forest modelling and WorldView-2 data

(2015) Abel Ramoelo et al.   International Journal of Applied Earth Observation and Geoinformation

A review of radar remote sensing for biomass estimation

(2015) S. Sinha et al.   International Journal of Environmental Science and Technology

Machine learning: Trends, perspectives, and prospects

(2015) M. I. Jordan et al.   SCIENCE

Application of Synthetic NDVI Time Series Blended from Landsat and MODIS Data for Grassland Biomass Estimation

(2015) Binghua Zhang et al.   Remote Sensing

Review of Machine Learning Approaches for Biomass and Soil Moisture Retrievals from Remote Sensing Data

(2015) Iftikhar Ali et al.   Remote Sensing

Estimating Plant Traits of Grasslands from UAV-Acquired Hyperspectral Images: A Comparison of Statistical Approaches

(2015) Alessandra Capolupo et al.   ISPRS International Journal of Geo-Information

Effects of Grazing on Above- vs. Below-Ground Biomass Allocation of Alpine Grasslands on the Northern Tibetan Plateau

(2015) Chaoxu Zeng et al.   PLoS One

Predictability of the terrestrial carbon cycle

(2014) Yiqi Luo et al.   GLOBAL CHANGE BIOLOGY

Unmanned aerial systems for photogrammetry and remote sensing: A review

(2014) I. Colomina et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Progress in Hyperspectral Remote Sensing Science and Technology in China Over the Past Three Decades

(2013) Qingxi Tong et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Spectroscopic Determination of Aboveground Biomass in Grasslands Using Spectral Transformations, Support Vector Machine and Partial Least Squares Regression

(2013) Miguel Marabel et al.   SENSORS

A global assessment of the effects of climate policy on the impacts of climate change

(2013) N. W. Arnell et al.   Nature Climate Change

Ecological roles and conservation challenges of social, burrowing, herbivorous mammals in the world's grasslands

(2012) Ana D Davidson et al.   FRONTIERS IN ECOLOGY AND THE ENVIRONMENT

Derivation of biomass information for semi-arid areas using remote-sensing data

(2011) Christina Eisfelder et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

High plant diversity is needed to maintain ecosystem services

(2011) Forest Isbell et al.   NATURE

Effects of grazing on seasonal variation of aboveground biomass quality in calcareous grasslands

(2011) Till Kleinebecker et al.   PLANT ECOLOGY

Early detection and classification of plant diseases with Support Vector Machines based on hyperspectral reflectance

(2010) T. Rumpf et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Estimating parameters of a forest ecosystem C model with measurements of stocks and fluxes as joint constraints

(2010) Andrew D. Richardson et al.   OECOLOGIA

Scale Issues in Remote Sensing: A Review on Analysis, Processing and Modeling

(2009) Hua Wu et al.   SENSORS

Soil organic carbon prediction by hyperspectral remote sensing and field vis-NIR spectroscopy: An Australian case study

(2008) Cécile Gomez et al.   GEODERMA