Title :
The importance of spatial, spectral and temporal constraints for a hyperspectral modeling of vegetational continuum and habitat assessment parameter
Author :
Neumann, Carsten ; Itzerott, Sibylle ; Weiss, Gabriele
Author_Institution :
Helmholtz Centre, Potsdam German Res. Centrefor Geosci. GFZ, Potsdam, Germany
Abstract :
Imaging spectroscopy holds specific applications in mapping natural vegetation structures for nature conservation and ecological quantities for a better process understanding. However, common methods of vegetation classification often fail to cover variability of ecological surface parameter, especially in transition zones. In this paper we analyze the potential of two hyperspectral sensors (HyMap, AISA) to bridge ecological models with spectral information in order to map vegetational continuum, habitat types as well as assessment categories for legal authorities. As a first step a new method of aggregating ordination space structure via Kriging estimators were introduced to parameterize vegetation characteristics. With regard to future sensor design a higher spectral resolution could be detected as preferable in predicting ordination axes metrics with PLS-models. Furthermore an increasing spatial resolution was identified as a key factor observing small scale heterogeneity for habitat encroachment whereas habitat distinction can be adequately realized on the basis of occurrence probabilities.
Keywords :
ecology; geophysical image processing; probability; vegetation mapping; AISA hyperspectral sensor; HyMap hyperspectral sensor; Kriging estimators; PLS-models; ecological models; ecological quantities; ecological surface parameter; future sensor design; habitat assessment parameter; habitat distinction; habitat encroachment; habitat types; high spectral resolution; hyperspectral modeling; imaging spectroscopy; legal authorities; natural vegetation structure mapping; nature conservation; occurrence probabilities; ordination axis metrics; ordination space structure; small scale heterogeneity; spatial constraint; spatial resolution; spectral constraint; spectral information; temporal constraint; transition zones; vegetation characteristics; vegetation classification; vegetational continuum; Biological system modeling; Hyperspectral imaging; Measurement; Predictive models; Space heating; Vegetation mapping; FFH-Habitat Assessment; Imaging Spectroscopy; PLS-Regression; Vegetation Continuum;
Conference_Titel :
Geoscience and Remote Sensing Symposium (IGARSS), 2012 IEEE International
Conference_Location :
Munich
Print_ISBN :
978-1-4673-1160-1
Electronic_ISBN :
2153-6996
DOI :
10.1109/IGARSS.2012.6351744