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...
Published in: | IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium |
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Main Authors: | , , , , , , , , , |
Format: | Conference Object |
Language: | unknown |
Published: |
IEEE
2024
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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 |