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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, 2018-04-22 - 2018-04-26, 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/ | ||||||||||||||||
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| Document Type: | Conference or Workshop Item (Speech) | ||||||||||||||||
| Title: | Monitoring of Coastal Environments Using Data Mining | ||||||||||||||||
| Authors: |
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| 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 Start Date: | 22 April 2018 | ||||||||||||||||
| Event End Date: | 26 April 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 - Earth Observation | ||||||||||||||||
| DLR - Research theme (Project): | R - Vorhaben hochauflösende Fernerkundungsverfahren (old) | ||||||||||||||||
| 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: | 24 Apr 2024 20:24 |
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