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An automated Google Earth Engine application for detecting the impacted area of treeless boreal peatland restoration – A tool for practitioners and decision-makers

Publiceringsår

2026

Upphovspersoner

Isoaho, Aleksi; Pitkänen, Timo P.; Ikkala, Lauri; Sallinen, Antti; Rana, Parvez; Marttila, Hannu; Päkkilä, Lassi; Räsänen, Aleksi

Abstrakt

Remote sensing (RS) methods are recognized as a potential solution for the increasing need to monitor peatland changes after restoration, but practical monitoring tools are lacking. To address this gap, our objective is to (1) test which optical satellite variables can be used for detecting hydrological restoration impact in treeless boreal peatlands, (2) develop a user-friendly Google Earth Engine (GEE) application based on the results, and (3) demonstrate its usage in practice. Firstly, by utilizing data from 24 peatland restoration sites in Finland, we used Mann-Whitney U test and Kruskal-Wallis test to determine which optical variables calculated from Sentinel-2 and Landsat 8–9 satellite imagery can be used as indicators for surface wetness changes after peatland restoration. The results from statistical tests indicated that near-infrared (NIR) and shortwave infrared (SWIR) bands were the most effective in detecting the impact. Secondly, we incorporated the NIR and SWIR bands into the GEE application to indicate the location and magnitude of restoration impact. The developed application uses a direct input from the openly available satellite imagery archives and requires only a few inputs from the user for the case-specific analysis, making it user-friendly. The application calculates cloudless and representative satellite image mosaics and uses change detection for the situations before and after restoration to show the hydrological restoration impacts spatially. The application provides researchers, stakeholders, decision-makers, and practitioners with limited technical experience the possibility to use satellite imagery for assessing restoration impacts in open or sparsely treed peatlands in boreal landscapes.
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Organisationer och upphovspersoner

Naturresursinstitutet

Pitkänen Timo P Orcid -palvelun logo

Isoaho Aleksi Orcid -palvelun logo

Rana Parvez Orcid -palvelun logo

Finlands miljöcentral

Sallinen Antti Orcid -palvelun logo

Uleåborgs universitet

Räsänen Aleksi

Marttila Hannu Orcid -palvelun logo

Päkkilä Lassi Orcid -palvelun logo

Publikationstyp

Publikationsform

Artikel

Rapport

Nej

Moderpublikationens typ

Tidning

Artikelstyp

En originalartikel

Målgrupp

Vetenskaplig

Kollegialt utvärderad

Kollegialt utvärderad

UKM:s publikationstyp

A1 Originalartikel i en vetenskaplig tidskrift

Publikationskanalens uppgifter

Förläggare

Elsevier

Volym

41

Artikelnummer

101836

Publikationsforum

89994

Publikationsforumsnivå

1

Öppen tillgång

Öppen tillgänglighet i förläggarens tjänst

Ja

Öppen tillgång till publikationskanalen

Delvis öppen publikationskanal

Licens för förläggarens version

CC BY

Parallellsparad

Ja

Övriga uppgifter

Vetenskapsområden

Miljöteknik; Geovetenskaper; Miljövetenskap

Identifierade tema

[object Object]

Publiceringsland

Nederländerna

Förlagets internationalitet

Internationell

Språk

engelska

Internationell sampublikation

Nej

Sampublikation med ett företag

Nej

DOI

10.1016/j.rsase.2025.101836

Publikationen ingår i undervisnings- och kulturministeriets datainsamling

Ja