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Evaluating the utilization of the red edge and radar bands from sentinel sensors for wetland classification

Author:
Kaplan, Gordana, Avdan, Ugur
Source:
Catena 2019 v.178 pp. 109-119
ISSN:
0341-8162
Subject:
anthropogenic activities, bogs, data collection, ecosystems, monitoring, radar, remote sensing, satellites, support vector machines, swamps, vegetation index
Abstract:
As one of the most important ecosystems, wetlands are threatened from both natural and anthropogenic activities. Mapping wetland is one of the curtail needs in order to prevent further loss. Since the beginning of the Remote Sensing revolution, different approaches using satellite images have been used for mapping and monitoring wetlands.In this paper we investigate the potential of the recently launched Sentinel satellites, both separate and in combination, for accurately mapping of different wetland classes using Support Vector Machines (SVMs) learning classifier. For investigating the influence of the Sentinel-2 red-edge bands, and the radar bands from Sentinel-1, three different datasets have been analyzed.The results showed that for more accurate mapping of different wetland classes, different datasets should be used. Thus, the red-edge bands have significant influence over the intensive vegetated wetland classes such as swamps, and the radar bands have significant influence over partially decayed vegetated wetland areas such as bogs. For future studies, in addition to the analyzed datasets, we recommend adding and investigating several vegetation indices for mapping and monitoring wetland areas.
Agid:
6343754