Automated cropland mapping of continental Africa using Google Earth Engine cloud computing
Citations
631 citations
556 citations
Cites background from "Automated cropland mapping of conti..."
...There are various studies, using supervised or unsupervised algorithms, dedicated to cropland mapping from time series or single-date remote sensing images (Petitjean et al., 2012b; Xiong et al., 2017; Yan and Roy, 2015)....
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...There are various studies, using supervised or unsupervised algorithms, dedicated to cropland mapping from time series or single-date remote sensing images (Petitjean et al., 2012b; Xiong et al., 2017; Yan and Roy, 2015)....
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438 citations
350 citations
Cites methods from "Automated cropland mapping of conti..."
...[20], undertaken to automate cropland mapping of continental Africa using GEE, shows the potential of the platforms application for the African continent....
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289 citations
References
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4,586 citations
"Automated cropland mapping of conti..." refers background or methods in this paper
...…algorithm (ACMA) coded and development for the irrigated and A generated cropland layer for the year 2014 (RCL2014) replicating ACMA generated t years and validated. is required to be collected at appropriate spatial and temporal scales to perform independent validation (Congalton and Green, 2009)....
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...is required to be collected at appropriate spatial and temporal scales to perform independent validation (Congalton and Green, 2009)....
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2,820 citations
"Automated cropland mapping of conti..." refers background in this paper
...Southern Africa will be one of the regions in the world whose crop production is most affected by climate change such as higher temperatures and reduced water supplies, along with other factors like biodiversity loss and ecosystems degradation (Lobell et al., 2008)....
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2,546 citations
"Automated cropland mapping of conti..." refers background or methods in this paper
..., 2010), support vector machines (Mountrakis et al., 2011), random forest algorithm (Tatsumi et al....
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...…and Lunetta, 2012), Fourier harmonic analysis (Zhang et al., 2015), spectral matching techniques (Dheeravath et al., 2010), support vector machines (Mountrakis et al., 2011), random forest algorithm (Tatsumi et al., 2015) and a number of other machine learning algorithms (DeFries, 2000; Duro et…...
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2,379 citations
"Automated cropland mapping of conti..." refers background in this paper
..., 2014), and MODIS (Moderate Resolution Imaging Spectroradiometer) Land Cover (Friedl et al., 2002) do have cropland classes....
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...Global land use/land cover (LULC) products such as global land cover 2000 (Giri et al., 2005), GlobCover 2005/2009 (Arino et al., 2007), Global Land Cover-SHARE (Latham et al., 2014), and MODIS (Moderate Resolution Imaging Spectroradiometer) Land Cover (Friedl et al., 2002) do have cropland classes....
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