Mapping forest disturbance due to selective logging in the congo basin with radarsat-2 time series

Mapping forest disturbance due to selective logging in the congo basin with radarsat-2 time series

Publiceringsår

2021

Upphovspersoner

Antropov, Oleg; Rauste, Yrjö; Praks, Jaan; Seifert, Frank Martin; Häme, Tuomas

Abstrakt

Dense time series of stripmap RADARSAT-2 data acquired in the Multilook Fine mode were used for detecting and mapping the extent of selective logging operations in the tropical forest area in the northern part of the Republic of the Congo. Due to limited radiometric sensitivity to forest biomass variation at C-band, basic multitemporal change detection approach was supplemented by spatial texture analysis to separate disturbed forest from intact. The developed technique primarily uses multi-temporal aggregation of orthorectified synthetic aperture radar (SAR) imagery that are acquired before and after the logging operations. The actual change analysis is based on textural features of the log-ratio image calculated using two SAR temporal composites compiled of SAR scenes acquired before and after the logging operations. Multitemporal aggregation and filtering of SAR scenes decreased speckle and made the extracted textural features more prominent. The overall detection accuracy was around 80%, with some underestimation of the area of forest disturbance compared to reference based on optical data. The user’s accuracy for disturbed forest varied from 76.7% to 94.9% depending on the accuracy assessment approach. We conclude that change detection utilizing RADARSAT-2 time series represents a useful instrument to locate areas of selective logging in tropical forests.
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Organisationer och upphovspersoner

Teknologiska forskningscentralen VTT Ab

Antropov Oleg Orcid -palvelun logo

Häme Tuomas

Rauste Yrjö Orcid -palvelun logo

Publikationstyp

Publikationsform

Artikel

Moderpublikationens typ

Tidning

Artikelstyp

En originalartikel

Målgrupp

Vetenskaplig

Kollegialt utvärderad

Kollegialt utvärderad

UKM:s publikationstyp

A1 Originalartikel i en vetenskaplig tidskrift

Publikationskanalens uppgifter

Volym

13

Nummer

4

Artikelnummer

740

Sidor

1-16

Publikationsforum

71359

Publikationsforumsnivå

1

Öppen tillgång

Öppen tillgänglighet i förläggarens tjänst

Ja

Öppen tillgång till publikationskanalen

Helt öppen publikationskanal

Licens för förläggarens version

CC BY

Parallellsparad

Ja

Övriga uppgifter

Vetenskapsområden

Fysik; Geovetenskaper

Förlagets internationalitet

Internationell

Språk

engelska

Internationell sampublikation

Ja

Sampublikation med ett företag

Nej

DOI

10.3390/rs13040740

Publikationen ingår i undervisnings- och kulturministeriets datainsamling

Ja

Mapping forest disturbance due to selective logging in the congo basin with radarsat-2 time series - Forskning.fi