2015
DOI: 10.3390/rs70505057
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Mapping Above-Ground Biomass in a Tropical Forest in Cambodia Using Canopy Textures Derived from Google Earth

Abstract: This study develops a modelling framework for utilizing very high-resolution (VHR) aerial imagery for monitoring stocks of above-ground biomass (AGB) in a tropical forest in Southeast Asia. Three different texture-based methods (grey level co-occurrence metric (GLCM), Gabor wavelets and Fourier-based textural ordination (FOTO)) were used in conjunction with two different machine learning (ML)-based regression techniques (support vector regression (SVR) and random forest (RF) regression). These methods were imp… Show more

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Cited by 36 publications
(36 citation statements)
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“…The application of ALS completely transformed our view of all of the covered areas, in some cases unexpectedly revealing entire urban landscapes beneath dense jungle canopy . The campaign has resulted in a range of significant research outcomes in archaeology as well as other domains such as forest ecology (Singh et al, 2015a(Singh et al, , 2015b, and ALS-derived datasets now play a key role in the management of the World Heritage site. Analysis and interpretation of the 2012 data will continue for years to come.…”
Section: Background and Rationalementioning
confidence: 99%
“…The application of ALS completely transformed our view of all of the covered areas, in some cases unexpectedly revealing entire urban landscapes beneath dense jungle canopy . The campaign has resulted in a range of significant research outcomes in archaeology as well as other domains such as forest ecology (Singh et al, 2015a(Singh et al, , 2015b, and ALS-derived datasets now play a key role in the management of the World Heritage site. Analysis and interpretation of the 2012 data will continue for years to come.…”
Section: Background and Rationalementioning
confidence: 99%
“…This equation was used to produce AGB estimates for both 2012 and 2015 using the aerial imagery‐derived canopy cover as previously done in (Singh, Evans, Friess, Tan, & Nin, ; Singh et al., ). Similar log–log‐based models have been used for landscape scale biomass mapping with LiDAR‐derived variables in other tropical forest ecosystems as well (Réjou‐Méchain et al., ).…”
Section: Methodsmentioning
confidence: 99%
“…After acquiring coordinates, Google Earth TM was used to verify the locations as well as to digitize quarry boundaries. Google Earth™ offers Digital Globe images at spatial resolution of 0.5 m and has been used as a source of reference data in remote sensing analysis (Hu et al, 2013;Singh et al, 2015). Landsat images were acquired from the United State Geological Survey (http://earthexplorer.usgs.gov/) given in Table 1.…”
Section: Sampling and Data Acquisitionmentioning
confidence: 99%