UNDERCOVEREISAGENTEN - INTEGRATING LOW-COST UAVS AND COMMUNITY INSIGHTS FOR ENHANCED PERMAFROST MONITORING

This study investigates the integration of low-cost unoccupied aerial vehicles (UAVs) and community engagement in permafrost monitoring. Utilizing novel UAV flight patterns and crowdsourced data analysis, including a Convolutional Neural Network (CNN), the study enhances digital surface models (DSMs...

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Published in:IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium
Main Authors: Mueller, Marlin M., Dietenberger, Steffen, Nestler, Maximilian, Dubois, Clemence, Kaiser, Soraya, Lenz, Josefine, Langer, Moritz, Fritz, Oliver, Marx, Sabrina, Thiel, Christian
Format: Conference Object
Language:unknown
Published: IEEE 2024
Subjects:
Online Access:https://elib.dlr.de/211013/
https://ieeexplore.ieee.org/document/10642540
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author Mueller, Marlin M.
Dietenberger, Steffen
Nestler, Maximilian
Dubois, Clemence
Kaiser, Soraya
Lenz, Josefine
Langer, Moritz
Fritz, Oliver
Marx, Sabrina
Thiel, Christian
author_facet Mueller, Marlin M.
Dietenberger, Steffen
Nestler, Maximilian
Dubois, Clemence
Kaiser, Soraya
Lenz, Josefine
Langer, Moritz
Fritz, Oliver
Marx, Sabrina
Thiel, Christian
author_sort Mueller, Marlin M.
collection Unknown
container_start_page 3893
container_title IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium
description This study investigates the integration of low-cost unoccupied aerial vehicles (UAVs) and community engagement in permafrost monitoring. Utilizing novel UAV flight patterns and crowdsourced data analysis, including a Convolutional Neural Network (CNN), the study enhances digital surface models (DSMs) for identifying ice-wedge polygons. Conducted in rapidly changing Arctic regions, it demonstrates an overall accuracy of 74.56% in feature detection. This approach offers improved resolution in environmental monitoring and suggests potential for broader application and rapid disaster response through community-sourced scientific analysis and consumer UAVs.
format Conference Object
genre Arctic
Ice
permafrost
wedge*
genre_facet Arctic
Ice
permafrost
wedge*
geographic Arctic
geographic_facet Arctic
id ftdlr:oai:elib.dlr.de:211013
institution Open Polar
language unknown
op_collection_id ftdlr
op_container_end_page 3896
op_doi https://doi.org/10.1109/IGARSS53475.2024.10642540
op_relation Mueller, Marlin M. und Dietenberger, Steffen und Nestler, Maximilian und Dubois, Clemence und Kaiser, Soraya und Lenz, Josefine und Langer, Moritz und Fritz, Oliver und Marx, Sabrina und Thiel, Christian (2024) UNDERCOVEREISAGENTEN - INTEGRATING LOW-COST UAVS AND COMMUNITY INSIGHTS FOR ENHANCED PERMAFROST MONITORING. In: 2024 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2024, Seiten 3893-3896. IEEE. IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium, 2024-07-07 - 2024-07-12, Athens, Greece. doi:10.1109/IGARSS53475.2024.10642540 <https://doi.org/10.1109/IGARSS53475.2024.10642540>. ISBN 979-8-3503-6032-5. ISSN 2153-7003.
publishDate 2024
publisher IEEE
record_format openpolar
spelling ftdlr:oai:elib.dlr.de:211013 2025-06-15T14:20:55+00:00 UNDERCOVEREISAGENTEN - INTEGRATING LOW-COST UAVS AND COMMUNITY INSIGHTS FOR ENHANCED PERMAFROST MONITORING Mueller, Marlin M. Dietenberger, Steffen Nestler, Maximilian Dubois, Clemence Kaiser, Soraya Lenz, Josefine Langer, Moritz Fritz, Oliver Marx, Sabrina Thiel, Christian 2024-09-05 https://elib.dlr.de/211013/ https://ieeexplore.ieee.org/document/10642540 unknown IEEE Mueller, Marlin M. und Dietenberger, Steffen und Nestler, Maximilian und Dubois, Clemence und Kaiser, Soraya und Lenz, Josefine und Langer, Moritz und Fritz, Oliver und Marx, Sabrina und Thiel, Christian (2024) UNDERCOVEREISAGENTEN - INTEGRATING LOW-COST UAVS AND COMMUNITY INSIGHTS FOR ENHANCED PERMAFROST MONITORING. In: 2024 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2024, Seiten 3893-3896. IEEE. IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium, 2024-07-07 - 2024-07-12, Athens, Greece. doi:10.1109/IGARSS53475.2024.10642540 <https://doi.org/10.1109/IGARSS53475.2024.10642540>. ISBN 979-8-3503-6032-5. ISSN 2153-7003. Institut für Datenwissenschaften Datenanalyse und -intelligenz Konferenzbeitrag PeerReviewed 2024 ftdlr https://doi.org/10.1109/IGARSS53475.2024.10642540 2025-06-04T04:58:10Z This study investigates the integration of low-cost unoccupied aerial vehicles (UAVs) and community engagement in permafrost monitoring. Utilizing novel UAV flight patterns and crowdsourced data analysis, including a Convolutional Neural Network (CNN), the study enhances digital surface models (DSMs) for identifying ice-wedge polygons. Conducted in rapidly changing Arctic regions, it demonstrates an overall accuracy of 74.56% in feature detection. This approach offers improved resolution in environmental monitoring and suggests potential for broader application and rapid disaster response through community-sourced scientific analysis and consumer UAVs. Conference Object Arctic Ice permafrost wedge* Unknown Arctic IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium 3893 3896
spellingShingle Institut für Datenwissenschaften
Datenanalyse und -intelligenz
Mueller, Marlin M.
Dietenberger, Steffen
Nestler, Maximilian
Dubois, Clemence
Kaiser, Soraya
Lenz, Josefine
Langer, Moritz
Fritz, Oliver
Marx, Sabrina
Thiel, Christian
UNDERCOVEREISAGENTEN - INTEGRATING LOW-COST UAVS AND COMMUNITY INSIGHTS FOR ENHANCED PERMAFROST MONITORING
title UNDERCOVEREISAGENTEN - INTEGRATING LOW-COST UAVS AND COMMUNITY INSIGHTS FOR ENHANCED PERMAFROST MONITORING
title_full UNDERCOVEREISAGENTEN - INTEGRATING LOW-COST UAVS AND COMMUNITY INSIGHTS FOR ENHANCED PERMAFROST MONITORING
title_fullStr UNDERCOVEREISAGENTEN - INTEGRATING LOW-COST UAVS AND COMMUNITY INSIGHTS FOR ENHANCED PERMAFROST MONITORING
title_full_unstemmed UNDERCOVEREISAGENTEN - INTEGRATING LOW-COST UAVS AND COMMUNITY INSIGHTS FOR ENHANCED PERMAFROST MONITORING
title_short UNDERCOVEREISAGENTEN - INTEGRATING LOW-COST UAVS AND COMMUNITY INSIGHTS FOR ENHANCED PERMAFROST MONITORING
title_sort undercovereisagenten - integrating low-cost uavs and community insights for enhanced permafrost monitoring
topic Institut für Datenwissenschaften
Datenanalyse und -intelligenz
topic_facet Institut für Datenwissenschaften
Datenanalyse und -intelligenz
url https://elib.dlr.de/211013/
https://ieeexplore.ieee.org/document/10642540