A method to avoid spatial overfitting in estimation of grassland above-ground biomass on the Tibetan Plateau

Using the random forest model and validated MODIS with the field spectrometer measurement promote the accuracy of estimating aboveground biomass and coverage of alpine grasslands on the Qinghai-Tibetan Plateau

(2020) Xiaoxia Gao et al.   ECOLOGICAL INDICATORS

Machine learning and multi-sensor based modelling of woody vegetation in the Molopo Area, South Africa

(2019) Marvin Ludwig et al.   REMOTE SENSING OF ENVIRONMENT

Evaluation of Sentinel-2 time-series for mapping floodplain grassland plant communities

(2019) Sébastien Rapinel et al.   REMOTE SENSING OF ENVIRONMENT

Spatiotemporal variations and its influencing factors of grassland net primary productivity in Inner Mongolia, China during the period 2000–2014

(2019) Yuling Zhao et al.   JOURNAL OF ARID ENVIRONMENTS

Dynamic forage-livestock balance analysis in alpine grasslands on the Northern Tibetan Plateau

(2019) Yanan Cao et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

Estimating crop primary productivity with Sentinel-2 and Landsat 8 using machine learning methods trained with radiative transfer simulations

(2019) Aleksandra Wolanin et al.   REMOTE SENSING OF ENVIRONMENT

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

(2019) Na Zeng et al.   ECOLOGICAL INDICATORS

Normalization of the temporal effect on the MODIS land surface temperature product using random forest regression

(2019) Wei Zhao et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

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

Estimation of degraded grassland aboveground biomass using machine learning methods from terrestrial laser scanning data

(2019) Kexin Xu et al.   ECOLOGICAL INDICATORS

Estimates of carbon storage in grassland ecosystems on the Loess Plateau

(2018) Yinyin Wang et al.   CATENA

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

Improving performance of spatio-temporal machine learning models using forward feature selection and target-oriented validation

(2018) Hanna Meyer et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Estimates of grassland biomass and turnover time on the Tibetan Plateau

(2018) Jiangzhou Xia et al.   Environmental Research Letters

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

Seamless Upscaling of the Field-Measured Grassland Aboveground Biomass Based on Gaussian Process Regression and Gap-Filled Landsat 8 OLI Reflectance

(2018) Gaofei Yin et al.   ISPRS International Journal of Geo-Information

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

Modeling alpine grassland forage phosphorus based on hyperspectral remote sensing and a multi-factor machine learning algorithm in the east of Tibetan Plateau, China

(2018) Jinlong Gao et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Modeling alpine grassland cover based on MODIS data and support vector machine regression in the headwater region of the Huanghe River, China

(2018) Jing Ge et al.   REMOTE SENSING OF ENVIRONMENT

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

Prediction of aboveground grassland biomass on the Loess Plateau, China, using a random forest algorithm

(2017) Yinyin Wang et al.   Scientific Reports

Evaluation of Remote Sensing Inversion Error for the Above-Ground Biomass of Alpine Meadow Grassland Based on Multi-Source Satellite Data

(2017) Baoping Meng et al.   Remote Sensing

Estimation and uncertainty analyses of grassland biomass in Northern China: Comparison of multiple remote sensing data sources and modeling approaches

(2016) Wenxiao Jia et al.   ECOLOGICAL INDICATORS

Progress in the remote sensing of C3 and C4 grass species aboveground biomass over time and space

(2016) Cletah Shoko et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

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

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

Evapotranspiration and water balance of high-elevation grassland on the Tibetan Plateau

(2016) Heinz Coners et al.   JOURNAL OF HYDROLOGY

Multi-factor modeling of above-ground biomass in alpine grassland: A case study in the Three-River Headwaters Region, China

(2016) Tiangang Liang et al.   REMOTE SENSING OF ENVIRONMENT

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

(2015) Binghua Zhang et al.   Remote Sensing

Mapping Tree Canopy Cover and Aboveground Biomass in Sudano-Sahelian Woodlands Using Landsat 8 and Random Forest

(2015) Martin Karlson et al.   Remote Sensing

The impact of climate change and anthropogenic activities on alpine grassland over the Qinghai-Tibet Plateau

(2014) Baoxiong Chen et al.   AGRICULTURAL AND FOREST METEOROLOGY

Estimating biomass on CRP pastureland: A comparison of remote sensing techniques

(2014) Tucker F. Porter et al.   BIOMASS & BIOENERGY

Decreased surface albedo driven by denser vegetation on the Tibetan Plateau

(2014) Li Tian et al.   Environmental Research Letters

Estimating standing biomass in papyrus (Cyperus papyrus L.) swamp: exploratory of in situ hyperspectral indices and random forest regression

(2014) Elhadi Adam et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Livestock-carrying capacity and overgrazing status of alpine grassland in the Three-River Headwaters region, China

(2014) Jiping Zhang et al.   Journal of Geographical Sciences

Assessment of multi-temporal, multi-sensor radar and ancillary spatial data for grasslands monitoring in Ireland using machine learning approaches

(2014) Brian Barrett et al.   REMOTE SENSING OF ENVIRONMENT

Predictive Mapping of Dwarf Shrub Vegetation in an Arid High Mountain Ecosystem Using Remote Sensing and Random Forests

(2014) Kim Vanselow et al.   Remote Sensing

Spatio-Temporal Patterns and Climate Variables Controlling of Biomass Carbon Stock of Global Grassland Ecosystems from 1982 to 2006

(2014) Jiangzhou Xia et al.   Remote Sensing

Combined Use of Multi-Temporal Optical and Radar Satellite Images for Grassland Monitoring

(2014) Pauline Dusseux et al.   Remote Sensing

Spatio-Temporal Variation in Vegetation Biomass and Its Relationships with Climate Factors in the Xilingol Grasslands, Northern China

(2013) Tian Gao et al.   PLoS One

Estimation of grassland biomass and nitrogen using MERIS data

(2012) Saleem Ullah et al.   International Journal of Applied Earth Observation and Geoinformation

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

Alpine steppe plant communities of the Tibetan highlands

(2011) Georg Miehe et al.   APPLIED VEGETATION SCIENCE

A comparison of two models with Landsat data for estimating above ground grassland biomass in Inner Mongolia, China

(2009) Yichun Xie et al.   ECOLOGICAL MODELLING

Status and Dynamics of the Kobresia pygmaea Ecosystem on the Tibetan Plateau

(2008) Georg Miehe et al.   AMBIO

Aboveground biomass in Tibetan grasslands

(2008) Y.H. Yang et al.   JOURNAL OF ARID ENVIRONMENTS

Estimation of aboveground biomass using in situ hyperspectral measurements in five major grassland ecosystems on the Tibetan Plateau

(2008) M. Shen et al.   Journal of Plant Ecology