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IEEE journal of selected topics in applied earth observations and remote sensing, 2013-04, Vol.6 (2), p.351-359
2013
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Autor(en) / Beteiligte
Titel
Invasive Species Mapping in Hawaiian Rainforests Using Multi-Temporal Hyperion Spaceborne Imaging Spectroscopy
Ist Teil von
  • IEEE journal of selected topics in applied earth observations and remote sensing, 2013-04, Vol.6 (2), p.351-359
Ort / Verlag
IEEE
Erscheinungsjahr
2013
Quelle
Alma/SFX Local Collection
Beschreibungen/Notizen
  • We evaluated the potential of multi-temporal Multiple Endmember Spectral Mixture Analysis (MESMA) of Earth Observing-1 Hyperion data for detection of invasive tree species in the montane rainforest area of the Hawaii Volcanoes National Park, Island of Hawaii. We observed a clear seasonal trend in invasive species detection success when unmixing results were cross-referenced to ground observations; with Kappa coefficients (indicating detection success, 0-1) ranging between 0.66 (summer) and 0.69 (winter) and 0.51-0.53 during seasonal transition periods. An increase of Kappa to 0.80 was observed when spectral features extracted from September, August and January were integrated into MESMA. Multi-temporal unmixing improved the detection success of invasive species because spectral information acquired over different portions of the growing season allowed us to capture species-specific phenology, thereby reducing spectral similarity among species.
Sprache
Englisch
Identifikatoren
ISSN: 1939-1404
eISSN: 2151-1535
DOI: 10.1109/JSTARS.2012.2203796
Titel-ID: cdi_crossref_primary_10_1109_JSTARS_2012_2203796

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