TY - JOUR
T1 - QuickBird and Hyperion data analysis of an invasive plant species in the Galapagos Islands of Ecuador
T2 - Implications for control and land use management
AU - Walsh, Stephen J.
AU - McCleary, Amy L.
AU - Mena, Carlos F.
AU - Shao, Yang
AU - Tuttle, Julie P.
AU - González, Augusto
AU - Atkinson, Rachel
N1 - Funding Information:
This research was supported through funds provided by the Department of Geography, the College of Arts and Sciences, the Carolina Population Center, and the Office of the Vice-Chancellor for Research and Economic Development at the University of North Carolina at Chapel Hill. In addition, support was provided by the Land Cover/Land Use Change Program of the National Aeronautics and Space Administration. Logistical support was provided by the Galapagos National Park (Raquel Molina, Director) and Juan Chávez, the Head of Park operations on Isabela Island. We also thank Patricia Puebla, Director of GIS for the Park, for her administrative and data support. We recognize Paola Pozo of the Charles Darwin Foundation for her assistance in expanding our understanding of invasive plants in the Galapagos Islands, and Alan Tye, Director of Research for the Foundation, for his cooperation and assistance. We also thank Lino Verduga, Edgar Peñaherrera, Janina Olmedo, and Jose Aguiar of CLIRSEN, the Ecuadorian government agency responsible for remote sensing and land use/land cover mapping, for facilitating our participation in the broader study of land use/land cover, including invasive plants, in the Galapagos Islands through remote sensing techniques. Finally, we offer our appreciation to The Nature Conservancy for their support of the overall land use/land cover project, and Marcelo Guevara, GIS Specialist, for his general support and insights.
PY - 2008/5/15
Y1 - 2008/5/15
N2 - In the Galapagos Islands of Ecuador, one of the greatest threats to the terrestrial ecosystem is the increasing number and areal extent of invasive species. Increased human presence on the islands has hastened the introduction of plant and animal species that threaten the native and endemic flora and fauna. Considerable research on invasive species in the Galapagos Islands has been conducted by the Charles Darwin Foundation. We complement that work through a spatially- and spectrally-explicit satellite assessment of an important invasive plant species (Psidium guajava - guava) on Isabela Island that integrates diverse remote sensing systems, data types, spatial and spectral resolutions, and analytical and image processing approaches. QuickBird and Hyperion satellite data are processed to characterize the areal extent and spatial structure of guava through the following approaches: (1) QuickBird data are classified through a traditional pixel-based approach (i.e., an unsupervised classification approach using the ISODATA algorithm), as well as an Object-Based Image Analysis (OBIA) approach; (2) multiple approaches for spectral "unmixing" of the Hyperion hyper-spectral data are assessed to construct spectral end-members from QuickBird data using linear and non-linear mixture modeling approaches; and (3) landscape pattern metrics are calculated and compared for the pixel-based, object-based, and spectral unmixing approaches. The spectral-spatial characteristics of guava are interpreted relative to management strategies for the control of guava and the restoration of natural ecosystems in the Galapagos National Park.
AB - In the Galapagos Islands of Ecuador, one of the greatest threats to the terrestrial ecosystem is the increasing number and areal extent of invasive species. Increased human presence on the islands has hastened the introduction of plant and animal species that threaten the native and endemic flora and fauna. Considerable research on invasive species in the Galapagos Islands has been conducted by the Charles Darwin Foundation. We complement that work through a spatially- and spectrally-explicit satellite assessment of an important invasive plant species (Psidium guajava - guava) on Isabela Island that integrates diverse remote sensing systems, data types, spatial and spectral resolutions, and analytical and image processing approaches. QuickBird and Hyperion satellite data are processed to characterize the areal extent and spatial structure of guava through the following approaches: (1) QuickBird data are classified through a traditional pixel-based approach (i.e., an unsupervised classification approach using the ISODATA algorithm), as well as an Object-Based Image Analysis (OBIA) approach; (2) multiple approaches for spectral "unmixing" of the Hyperion hyper-spectral data are assessed to construct spectral end-members from QuickBird data using linear and non-linear mixture modeling approaches; and (3) landscape pattern metrics are calculated and compared for the pixel-based, object-based, and spectral unmixing approaches. The spectral-spatial characteristics of guava are interpreted relative to management strategies for the control of guava and the restoration of natural ecosystems in the Galapagos National Park.
KW - Galapagos
KW - Guava
KW - Hyperion and QuickBird data
KW - Invasive species management
KW - Mixture modeling
KW - Object-Based Image Analysis (OBIA)
KW - Pattern metrics
UR - http://www.scopus.com/inward/record.url?scp=41249092362&partnerID=8YFLogxK
U2 - 10.1016/j.rse.2007.06.028
DO - 10.1016/j.rse.2007.06.028
M3 - Artículo
AN - SCOPUS:41249092362
SN - 0034-4257
VL - 112
SP - 1927
EP - 1941
JO - Remote Sensing of Environment
JF - Remote Sensing of Environment
IS - 5
ER -