DocumentCode :
2845
Title :
Monitoring Tropical Forest Degradation in Betampona Nature Reserve, Madagascar Using Multisource Remote Sensing Data Fusion
Author :
Ghulam, Abduwasit
Author_Institution :
Center for Sustainability, St. Louis Univ., St. Louis, MO, USA
Volume :
7
Issue :
12
fYear :
2014
fDate :
Dec. 2014
Firstpage :
4960
Lastpage :
4971
Abstract :
This paper demonstrates how animal and plant species diversity in the Betampona Nature Reserve (BNR), Madagascar has become threatened through forest degradation and the introduction of invasive species over the last two decades. First, land-use changes and agricultural activities were analyzed using Landsat and IKONOS-2 data from 1990 to 2010. Then, a decision tree algorithm was developed to map under canopy invasive plant species using high resolution optical stereo imaging, land-use classification, and characterizing plant growth using Interferometric Synthetic Aperture Radar (InSAR) and polarimetric InSAR observations from Phased Array type L-band Synthetic Aperture Radar (PALSAR). Next, causal association between land use, climate change, and spatial and temporal dynamics of invasive plant species distribution was explored using satellite derived and in situ climate variables, changes in drought regimes, and tropical cyclones. Results showed that the region experienced intense land-use changes characterized by significant increase in agricultural lands at the cost of primary forest and other land-cover types. Encroachment by habitat-altering invasive plants from 2005 to 2012 within the reserve was obvious, and were probably attributable to illegal logging, erosion of the reserve boundary from anthropogenic activities and cyclone damage as well as shifts in drought regimes. The spatial extent of guava (Psidium cattleianum) has increased from 5.6% of the reserve in 2005 to 7.9% in 2012, a 55-ha increase over less than 7 years. Madagascar cardamom (Aframomum angustifolium) has increased by 1.7% and Molucca raspberry (Rubus moluccanus) by 2.3%, respectively.
Keywords :
climatology; decision trees; forestry; geophysical image processing; geophysical techniques; hydrology; land cover; land use; remote sensing by radar; sensor fusion; synthetic aperture radar; AD 1990 to 2010; AD 2005 to 2012; Aframomum angustifolium; BNR; Betampona Nature Reserve; IKONOS-2 data; Landsat data; Madagascar cardamom; Molucca raspberry; PALSAR; Psidium cattleianum; Rubus moluccanus; agricultural activities; agricultural lands; anthropogenic activities; characterizing plant growth; climate change; cyclone damage; decision tree algorithm; drought regime change; guava; habitat-altering invasive plants; high resolution optical stereo imaging; illegal logging; interferometric synthetic aperture radar; invasive plant species; land use classification; land-use changes; multisource remote sensing data dusion; polarimetric InSAR observations; reserve boundary erosion; rhased array type L-band synthetic aperture radar; tropical cyclones; tropical forest degradation monitoring; Agriculture; Data fusion; Degradation; Forests; Meteorology; Remote sensing; Satellites; Vegetation; Betampona Nature Reserve (BNR); forest degradation; land-use and land-cover change; remote sensing;
fLanguage :
English
Journal_Title :
Selected Topics in Applied Earth Observations and Remote Sensing, IEEE Journal of
Publisher :
ieee
ISSN :
1939-1404
Type :
jour
DOI :
10.1109/JSTARS.2014.2319314
Filename :
6814807
Link To Document :
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