2020
DOI: 10.1016/j.heliyon.2020.e04496
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Multitemporal optical and radar metrics for wetland mapping at national level in Albania

Abstract: Wetlands are highly dynamic, with many natural and anthropogenic drivers causing seasonal, periodic or permanent changes in their structure and composition. Thus, it is necessary to use time series of images for accurate classifications and monitoring. We used all available Sentinel-1 and Sentinel-2 images to produce a national wetlands map for Albania. We derived different indices and temporal metrics and investigated their impacts and synergies in terms of mapping accuracy. Best results were achieved when co… Show more

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Cited by 18 publications
(15 citation statements)
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References 48 publications
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“…Although there are already several remote sensing‐based studies investigating the landscape and ecosystems of Kilombero (Muro et al., 2018; Riggio & Caro, 2017; Thonfeld et al., 2020a, 2020b), ours is the first one that provides habitat and connectivity maps at a thematic and spatial resolution suitable to predict elephant corridors. The use of multitemporal metrics improves the classification capacities since it captures the different stages of dynamic habitats (Muro et al., 2020; Oeser et al., 2020). Other studies have used maxima and median metrics from optical data (e.g.…”
Section: Discussionmentioning
confidence: 99%
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“…Although there are already several remote sensing‐based studies investigating the landscape and ecosystems of Kilombero (Muro et al., 2018; Riggio & Caro, 2017; Thonfeld et al., 2020a, 2020b), ours is the first one that provides habitat and connectivity maps at a thematic and spatial resolution suitable to predict elephant corridors. The use of multitemporal metrics improves the classification capacities since it captures the different stages of dynamic habitats (Muro et al., 2020; Oeser et al., 2020). Other studies have used maxima and median metrics from optical data (e.g.…”
Section: Discussionmentioning
confidence: 99%
“…Previous studies have explored the combination of multispectral and radar data with good results (Carrasco et al., 2019; Clerici et al., 2017; Mercier et al., 2019; Muro et al., 2020). The combination of both types of sensors has permitted us to obtain a good classification accuracy for such a heterogeneous landscape.…”
Section: Discussionmentioning
confidence: 99%
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“…ellipsoidal model WGS-84 and high resolution. Also, double polarometric images (VV-VH) were used, which allows the calculation of polarization of terrain (Muro et al, 2019(Muro et al, , 2020Alarcón, 2021).…”
Section: Normalized Difference Water Index (Ndwi)mentioning
confidence: 99%
“…Many studies have also used Sentinel-1 radar data, or a fusion between the optical (Sentinel-2) and radar (Sentinel-1) images to overcome the omission errors associated with the optical data (e.g., Bioresita et al, 2019;Manakos et al, 2020;Muro et al, 2020).…”
Section: Shortcomings Of the Sentinel-2 Data In Mapping And Monitorin...mentioning
confidence: 99%