Characteristics of instream wood following alluvial river restoration : Using Uncrewed Aerial Vehicles

River restoration is something that is often used to help restore watercourses that were historically used for timber floating. In these restorations, instream wood (IW) plays a big role in increasing biodiversity and habitat heterogeneity in watercourses. Uncrewed Aerial Vehicles (UAVs) have proven...

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Bibliographic Details
Main Author: Fjällberg, Martina
Format: Bachelor Thesis
Language:English
Published: Umeå universitet, Institutionen för ekologi, miljö och geovetenskap 2023
Subjects:
Online Access:http://urn.kb.se/resolve?urn=urn:nbn:se:umu:diva-209526
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spelling ftumeauniv:oai:DiVA.org:umu-209526 2023-10-09T21:54:36+02:00 Characteristics of instream wood following alluvial river restoration : Using Uncrewed Aerial Vehicles Egenskaper hos död ved efter en restaurering av ett alluvialt vattendrag : Användning av obemannade flygfordon Fjällberg, Martina 2023 application/pdf http://urn.kb.se/resolve?urn=urn:nbn:se:umu:diva-209526 eng eng Umeå universitet, Institutionen för ekologi, miljö och geovetenskap http://urn.kb.se/resolve?urn=urn:nbn:se:umu:diva-209526 info:eu-repo/semantics/openAccess River restoration instream wood uncrewed aerial vehicles fluvial geomorphology Other Earth and Related Environmental Sciences Annan geovetenskap och miljövetenskap Physical Geography Naturgeografi Student thesis info:eu-repo/semantics/bachelorThesis text 2023 ftumeauniv 2023-09-22T14:00:12Z River restoration is something that is often used to help restore watercourses that were historically used for timber floating. In these restorations, instream wood (IW) plays a big role in increasing biodiversity and habitat heterogeneity in watercourses. Uncrewed Aerial Vehicles (UAVs) have proven to be useful when monitoring changes following river restoration but there is a need for less time-consuming methods to detect IW. This study’s objective was to investigate IW following a river restoration in an alluvial reach in Vargån, Northern Sweden and how well UAVs can be used to do this. Manual digitizing of IW was done in GIS from orthomosaics of three different flight occasions: pre-restoration, directly after and one year after restoration. An object- and color-based automated image thresholding was done to investigate if it could be used to automatically detect IW. The results showed that there were differences in number of IW, volume, width, and length between the different flight occasions. There was also indication that there had been movement of IW as well as changes in cluster composition, with more clusters with a higher number of wood pieces in the latest flight occasion. The automated image thresholding was able to accurately detect IW with an accuracy of 47,4 %, but it had limitations due to natural conditions. However, it showed the possibility of using automated methods to detect IW and with improvements it could become a faster and more accessible way of detecting IW in river monitoring. Bachelor Thesis Northern Sweden Umeå University: Publications (DiVA)
institution Open Polar
collection Umeå University: Publications (DiVA)
op_collection_id ftumeauniv
language English
topic River restoration
instream wood
uncrewed aerial vehicles
fluvial geomorphology
Other Earth and Related Environmental Sciences
Annan geovetenskap och miljövetenskap
Physical Geography
Naturgeografi
spellingShingle River restoration
instream wood
uncrewed aerial vehicles
fluvial geomorphology
Other Earth and Related Environmental Sciences
Annan geovetenskap och miljövetenskap
Physical Geography
Naturgeografi
Fjällberg, Martina
Characteristics of instream wood following alluvial river restoration : Using Uncrewed Aerial Vehicles
topic_facet River restoration
instream wood
uncrewed aerial vehicles
fluvial geomorphology
Other Earth and Related Environmental Sciences
Annan geovetenskap och miljövetenskap
Physical Geography
Naturgeografi
description River restoration is something that is often used to help restore watercourses that were historically used for timber floating. In these restorations, instream wood (IW) plays a big role in increasing biodiversity and habitat heterogeneity in watercourses. Uncrewed Aerial Vehicles (UAVs) have proven to be useful when monitoring changes following river restoration but there is a need for less time-consuming methods to detect IW. This study’s objective was to investigate IW following a river restoration in an alluvial reach in Vargån, Northern Sweden and how well UAVs can be used to do this. Manual digitizing of IW was done in GIS from orthomosaics of three different flight occasions: pre-restoration, directly after and one year after restoration. An object- and color-based automated image thresholding was done to investigate if it could be used to automatically detect IW. The results showed that there were differences in number of IW, volume, width, and length between the different flight occasions. There was also indication that there had been movement of IW as well as changes in cluster composition, with more clusters with a higher number of wood pieces in the latest flight occasion. The automated image thresholding was able to accurately detect IW with an accuracy of 47,4 %, but it had limitations due to natural conditions. However, it showed the possibility of using automated methods to detect IW and with improvements it could become a faster and more accessible way of detecting IW in river monitoring.
format Bachelor Thesis
author Fjällberg, Martina
author_facet Fjällberg, Martina
author_sort Fjällberg, Martina
title Characteristics of instream wood following alluvial river restoration : Using Uncrewed Aerial Vehicles
title_short Characteristics of instream wood following alluvial river restoration : Using Uncrewed Aerial Vehicles
title_full Characteristics of instream wood following alluvial river restoration : Using Uncrewed Aerial Vehicles
title_fullStr Characteristics of instream wood following alluvial river restoration : Using Uncrewed Aerial Vehicles
title_full_unstemmed Characteristics of instream wood following alluvial river restoration : Using Uncrewed Aerial Vehicles
title_sort characteristics of instream wood following alluvial river restoration : using uncrewed aerial vehicles
publisher Umeå universitet, Institutionen för ekologi, miljö och geovetenskap
publishDate 2023
url http://urn.kb.se/resolve?urn=urn:nbn:se:umu:diva-209526
genre Northern Sweden
genre_facet Northern Sweden
op_relation http://urn.kb.se/resolve?urn=urn:nbn:se:umu:diva-209526
op_rights info:eu-repo/semantics/openAccess
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