Mapping Forest Disturbance Due to Selective Logging in the Congo Basin with RADARSAT-2 Time Series

被引:1
|
作者
Antropov, Oleg [1 ]
Rauste, Yrjo [1 ]
Praks, Jaan [2 ]
Seifert, Frank Martin [3 ]
Hame, Tuomas [1 ]
机构
[1] VTT Tech Res Ctr Finland, POB 1000, Espoo 00076, Finland
[2] Aalto Univ, Dept Elect & Nanoengn, POB 11000, Aalto 00076, Finland
[3] ESA ESRIN, European Space Agcy, Largo Galileo Galilei 1, I-00044 Frascati, Italy
关键词
synthetic aperture radar; tropical forest; selective logging; C-band; satellite image time series; SAR; COVER; COHERENCE;
D O I
10.3390/rs13040740
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
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.
引用
收藏
页码:1 / 16
页数:16
相关论文
共 50 条
  • [1] Mapping forest degradation due to selective logging by means of time series analysis: Case studies in central Africa
    [J]. Hirschmugl, Manuela (manuela.hirschmugl@joanneum.at), 1600, MDPI AG (06):
  • [2] Mapping forest degradation due to selective logging by means of time series analysis: Case studies in Central Africa
    [J]. Hirschmugl, M. (manuela.hirschmugl@joanneum.at), 1600, MDPI AG (06):
  • [3] Mapping Forest Degradation due to Selective Logging by Means of Time Series Analysis: Case Studies in Central Africa
    Hirschmugl, Manuela
    Steinegger, Martin
    Gallaun, Heinz
    Schardt, Mathias
    [J]. REMOTE SENSING, 2014, 6 (01) : 756 - 775
  • [4] MAPPING DYNAMIC WETLAND PROCESSES WITH A ONE YEAR RADARSAT-2 QUAD POL TIME-SERIES
    Marechal, Cecile
    Pottier, Eric
    Allain-Bailhache, Sophie
    Meric, Stephane
    Hubert-Moy, Laurence
    Corgne, Samuel
    [J]. 2011 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2011, : 126 - 129
  • [5] Hydrological Regime Monitoring and Mapping of the Zhalong Wetland through Integrating Time Series Radarsat-2 and Landsat Imagery
    Na, Xiaodong
    Zang, Shuying
    Wu, Changshan
    Tian, Yang
    Li, Wenliang
    [J]. REMOTE SENSING, 2018, 10 (05)
  • [6] EIGEN DECOMPOSITION PARAMETER BASED FOREST MAPPING USING RADARSAT-2 POLSAR DATA
    Li, Yang
    Hong, Wen
    Cao, Fang
    Chen, Erxue
    Goodenough, David G.
    Chen, Hao
    Wang, Peng
    Richardson, Ashlin
    [J]. 2010 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, 2010, : 4784 - 4787
  • [7] Polarimetric analysis of coastal region using time series of Radarsat-2 images
    Wang, Hsiu-Wen
    Chen, Kun-Shan
    Liao, Horn-Ru
    [J]. LAND SURFACE REMOTE SENSING, 2012, 8524
  • [8] Impacts of Selective Logging and Associated Anthropogenic Disturbance on Intact Forest Landscapes and Apes of Northern Congo
    Morgan, David
    Strindberg, Samantha
    Winston, William
    Stephens, Colleen R.
    Traub, Cindy
    Ayina, Crepin Eyana
    Ebika, Sydney Thony Ndolo
    Mayoukou, Wen
    Koni, David
    Iyenguet, Fortune
    Sanz, Crickette M.
    [J]. FRONTIERS IN FORESTS AND GLOBAL CHANGE, 2019, 2
  • [9] Seasonal inundation monitoring and vegetation pattern mapping of the Erguna floodplain by means of a RADARSAT-2 fully polarimetric time series
    Zhao, Lingli
    Yang, Jie
    Li, Pingxiang
    Zhang, Liangpei
    [J]. REMOTE SENSING OF ENVIRONMENT, 2014, 152 : 426 - 440
  • [10] Rape (Brassica napus L.) Growth Monitoring and Mapping Based on Radarsat-2 Time-Series Data
    Zhang, Wangfei
    Chen, Erxue
    Li, Zengyuan
    Zhao, Lei
    Ji, Yongjie
    Zhang, Yahong
    Liu, Zhiqin
    [J]. REMOTE SENSING, 2018, 10 (02):