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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

Year of publication

2026

Authors

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

Abstract

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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Organizations and authors

Natural Resources Institute Finland

Pitkänen Timo P Orcid -palvelun logo

Isoaho Aleksi Orcid -palvelun logo

Rana Parvez Orcid -palvelun logo

University of Oulu

Räsänen Aleksi

Marttila Hannu Orcid -palvelun logo

Päkkilä Lassi Orcid -palvelun logo

Publication type

Publication format

Article

Report

No

Parent publication type

Journal

Article type

Original article

Audience

Scientific

Peer-reviewed

Peer-Reviewed

MINEDU's publication type classification code

A1 Journal article (refereed), original research

Publication channel information

Publisher

Elsevier

Volume

41

Article number

101836

​Publication forum

89994

​Publication forum level

1

Open access

Open access in the publisher’s service

Yes

Open access of publication channel

Partially open publication channel

License of the publisher’s version

CC BY

Self-archived

Yes

Other information

Fields of science

Environmental engineering; Geosciences; Environmental sciences

Identified topic

[object Object]

Publication country

Netherlands

Internationality of the publisher

International

Language

English

International co-publication

No

Co-publication with a company

No

DOI

10.1016/j.rsase.2025.101836

The publication is included in the Ministry of Education and Culture’s Publication data collection

Yes