Cerra, Daniele und Auer, Stefan und Baissero Garcia, Adrian und Bachofer, Felix (2024) Detection and Monitoring of Floating Plastic Debris on Inland Waters from Sentinel-2 Time Series. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. IEEE - Institute of Electrical and Electronics Engineers. ISSN 1939-1404. (im Druck)
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Kurzfassung
Floating plastic debris on water surfaces imposes both short- and long-term burdens on nature. Hence, identifying and monitoring plastic is important to document the location and scale of the phenomenon. Evaluating the opportunities provided by multi-temporal Earth observation data, this paper proposes a framework to detect and monitor plastic debris floating on inland waters using optical satellite image time series. First, the detection of plastic candidates is conducted with a rule-based approach relying on variations in signal intensity, temporal patterns, spectral features, and information fusion. Second, identified sensitive areas can be monitored over time, and the extent of plastic cover at sub-pixel level estimated using spectral unmixing. The method needs as main input parameters only a temporal time frame and an area of interest, therefore no specific image must be selected nor region of interest manually outlined. Several examples are reported in which the same workflow, developed as a Google Earth Engine application, is successfully applied to identify critical affected areas in full Sentinel-2 scenes, across different continents and contexts, and exhibiting floating plastic debris varying both in type and dynamics.
elib-URL des Eintrags: | https://elib.dlr.de/208902/ | ||||||||||||||||||||
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Dokumentart: | Zeitschriftenbeitrag | ||||||||||||||||||||
Titel: | Detection and Monitoring of Floating Plastic Debris on Inland Waters from Sentinel-2 Time Series | ||||||||||||||||||||
Autoren: |
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Datum: | November 2024 | ||||||||||||||||||||
Erschienen in: | IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing | ||||||||||||||||||||
Referierte Publikation: | Ja | ||||||||||||||||||||
Open Access: | Ja | ||||||||||||||||||||
Gold Open Access: | Ja | ||||||||||||||||||||
In SCOPUS: | Ja | ||||||||||||||||||||
In ISI Web of Science: | Ja | ||||||||||||||||||||
Herausgeber: |
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Verlag: | IEEE - Institute of Electrical and Electronics Engineers | ||||||||||||||||||||
ISSN: | 1939-1404 | ||||||||||||||||||||
Status: | im Druck | ||||||||||||||||||||
Stichwörter: | Plastic debris; inland waters; spectral unmixing; image time series; Sentinel-2; Google Earth Engine | ||||||||||||||||||||
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 - Optische Fernerkundung | ||||||||||||||||||||
Standort: | Oberpfaffenhofen | ||||||||||||||||||||
Institute & Einrichtungen: | Institut für Methodik der Fernerkundung > Photogrammetrie und Bildanalyse Deutsches Fernerkundungsdatenzentrum > Dynamik der Landoberfläche | ||||||||||||||||||||
Hinterlegt von: | Cerra, Daniele | ||||||||||||||||||||
Hinterlegt am: | 26 Nov 2024 14:13 | ||||||||||||||||||||
Letzte Änderung: | 26 Nov 2024 14:13 |
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