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Monitoring of Coastal Environments Using Data Mining

Dumitru, Corneliu Octavian and Schwarz, Gottfried and Datcu, Mihai (2018) Monitoring of Coastal Environments Using Data Mining. IARIA 2018: The International Workshop on Knowledge Extraction and Semantic Annotation, KESA, 22.-26. Apr. 2018, Athens, Greece.

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Official URL: https://www.iaria.org/conferences2018/ProgramALLDATA18.html

Abstract

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.

Item URL in elib:https://elib.dlr.de/120526/
Document Type:Conference or Workshop Item (Speech)
Title:Monitoring of Coastal Environments Using Data Mining
Authors:
AuthorsInstitution or Email of AuthorsAuthors ORCID iD
Dumitru, Corneliu OctavianCorneliu.Dumitru (at) dlr.deUNSPECIFIED
Schwarz, GottfriedGottfried.Schwarz (at) dlr.deUNSPECIFIED
Datcu, MihaiMihai.Datcu (at) dlr.deUNSPECIFIED
Date:April 2018
Refereed publication:Yes
Open Access:Yes
Gold Open Access:No
In SCOPUS:No
In ISI Web of Science:No
Page Range:pp. 1-6
Status:Published
Keywords:Coastal monitring; data mining; Sentinel-1; Sentinel-2; TerraSAR-X
Event Title:IARIA 2018: The International Workshop on Knowledge Extraction and Semantic Annotation, KESA
Event Location:Athens, Greece
Event Type:international Conference
Event Dates:22.-26. Apr. 2018
Organizer:International Academy Research and Industry Association
HGF - Research field:Aeronautics, Space and Transport
HGF - Program:Space
HGF - Program Themes:Earth Observation
DLR - Research area:Raumfahrt
DLR - Program:R EO - Erdbeobachtung
DLR - Research theme (Project):R - Vorhaben hochauflösende Fernerkundungsverfahren
Location: Oberpfaffenhofen
Institutes and Institutions:Remote Sensing Technology Institute > EO Data Science
Deposited By: Dumitru, Corneliu Octavian
Deposited On:28 Jun 2018 00:59
Last Modified:31 Jul 2019 20:18

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