Wetlands of Greater Bangalore, India: Automatic Delineation through Pattern Classifiers

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منو

" Wetlands of Greater Bangalore, India: Automatic Delineation through Pattern Classifiers "
Ramachandra, T. V.; Kumar, Uttman; <a href="" class="c-authorlist__list-more-link">et al.</a>

Document Type	:	AL
Record Number	:	929751
Doc. No	:	LA3dp0q8f2
Language of Document	:	English
Main Entry	:	Ramachandra, T. V.; Kumar, Uttman; lt;a href="" class="c-authorlist__list-more-link"gt;et al.lt;/agt;
Title & Author	:	Wetlands of Greater Bangalore, India: Automatic Delineation through Pattern Classifiers [Article]\ Ramachandra, T. V.; Kumar, Uttman; a hrefet al./a
Title of Periodical	:	Electronic Green Journal
Volume/ Issue Number	:	Issue 26
Date	:	2008
Abstract	:	Wetlands are the most productive and biologically diverse but very fragile ecosystems. They are vulnerable to even small changes in their biotic and abiotic factors. In recent years, there has been concern over the continuous degradation of wetlands due to unplanned developmental activities. This necessitates inventorying, mapping and monitoring of wetlands to implement sustainable management approaches. The principal objective of this work is to evolve a strategy to identify and monitor wetlands using temporal remote sensing data. Pattern classifiers were used to extract wetlands automatically from NIR bands of MODIS and Landsat remote sensing data. MODIS provided data of 2002 to 2007, while for 1973 and 1992, IR Bands of Landsat (79m and 30m spatial resolution) data were used. Principal Components of IR bands of MODIS (250 m) were fused with IRS LISS-3 NIR (23.5 m). To extract wetlands, statistical unsupervised learning of IR bands for the respective temporal data was performed using Bayesian approach based on prior probability, mean and covariance. Temporal analysis of wetlands indicate sharp decline of 58% in Greater Bangalore attributing to intense urbanisation process, evident from 466% increase in builtup area from 1973 to 2007.