Dumitru, Corneliu Octavian und Schwarz, Gottfried und Datcu, Mihai (2018) Monitoring of Coastal Environments Using Data Mining. IARIA 2018: The International Workshop on Knowledge Extraction and Semantic Annotation, KESA, 2018-04-22 - 2018-04-26, Athens, Greece.
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Kurzfassung
Current satellite images provide us with detailed information about the state of our planet, as well as about our technical infrastructure and human activities. A range of already existing commercial and scientific applications try to analyze the physical content and meaning of satellite images by exploiting the data of individual, multiple or temporal sequences of images. However, what we still need today are advanced tools to automatically analyze the image data in order to extract and understand their full content. In this paper, we propose a highly automated approach for application-adapted image content exploration, targeting coastal environmental monitoring. For the selected coastal areas, different use cases can be considered such as: detection of wind turbines vs. boats, differences between beaches, tidal flats, and dams, and identification of fish cages/aquaculture. The average accuracy is ranging from 80% to 95% depending on the satellite images.
elib-URL des Eintrags: | https://elib.dlr.de/120526/ | ||||||||||||||||
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Dokumentart: | Konferenzbeitrag (Vortrag) | ||||||||||||||||
Titel: | Monitoring of Coastal Environments Using Data Mining | ||||||||||||||||
Autoren: |
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Datum: | April 2018 | ||||||||||||||||
Referierte Publikation: | Ja | ||||||||||||||||
Open Access: | Ja | ||||||||||||||||
Gold Open Access: | Nein | ||||||||||||||||
In SCOPUS: | Nein | ||||||||||||||||
In ISI Web of Science: | Nein | ||||||||||||||||
Seitenbereich: | Seiten 1-6 | ||||||||||||||||
Status: | veröffentlicht | ||||||||||||||||
Stichwörter: | Coastal monitring; data mining; Sentinel-1; Sentinel-2; TerraSAR-X | ||||||||||||||||
Veranstaltungstitel: | IARIA 2018: The International Workshop on Knowledge Extraction and Semantic Annotation, KESA | ||||||||||||||||
Veranstaltungsort: | Athens, Greece | ||||||||||||||||
Veranstaltungsart: | internationale Konferenz | ||||||||||||||||
Veranstaltungsbeginn: | 22 April 2018 | ||||||||||||||||
Veranstaltungsende: | 26 April 2018 | ||||||||||||||||
Veranstalter : | International Academy Research and Industry Association | ||||||||||||||||
HGF - Forschungsbereich: | Luftfahrt, Raumfahrt und Verkehr | ||||||||||||||||
HGF - Programm: | Raumfahrt | ||||||||||||||||
HGF - Programmthema: | Erdbeobachtung | ||||||||||||||||
DLR - Schwerpunkt: | Raumfahrt | ||||||||||||||||
DLR - Forschungsgebiet: | R EO - Erdbeobachtung | ||||||||||||||||
DLR - Teilgebiet (Projekt, Vorhaben): | R - Vorhaben hochauflösende Fernerkundungsverfahren (alt) | ||||||||||||||||
Standort: | Oberpfaffenhofen | ||||||||||||||||
Institute & Einrichtungen: | Institut für Methodik der Fernerkundung > EO Data Science | ||||||||||||||||
Hinterlegt von: | Dumitru, Corneliu Octavian | ||||||||||||||||
Hinterlegt am: | 28 Jun 2018 00:59 | ||||||||||||||||
Letzte Änderung: | 24 Apr 2024 20:24 |
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