DocumentCode
2138518
Title
Use of hyperspectral imagery for mapping grape varieties in the Barossa Valley, South Australia
Author
Lacar, F.M. ; Lewis, M.M. ; Grierson, I.T.
Author_Institution
Dept. of Soil & Water, Adelaide Univ., SA, Australia
Volume
6
fYear
2001
fDate
2001
Firstpage
2875
Abstract
The wine industry is important to Australia´s economy. With the advances in remote sensing there has been increasing interest in its potential application for vineyard varietal, condition and health mapping. CASI (Compact Airborne Spectrographic Imager) data was obtained over a vineyard in the Barossa Valley, South Australia in an attempt to discriminate between the grape cultivars (V itis vinifera) , Cabernet Sauvignon and Shiraz. Statistical analysis of sample spectra from the two varieties in the CASI imagery showed that the significant differences in the visible region. Maximum likelihood classification was employed to map the two grape varieties present on the site. Classification was performed using 12 visible and near infrared CASI bands and repeated using a spectral subset of seven bands shown to be most significant in separating the varieties. Discrimination between Cabernet Sauvignon and Shiraz was successful with 91.5% of vine rows correctly classified. Spectral subsetting did not improve classification and led to under classification of vine pixels
Keywords
agriculture; image classification; maximum likelihood estimation; vegetation mapping; Barossa Valley; CASI data; Cabernet Sauvignon; Compact Airborne Spectrographic Imager data; Shiraz; South Australia; Vitis vinifera; condition mapping; grape cultivars; grape varieties; health mapping; hyperspectral imagery; maximum likelihood classification; remote sensing; statistical analysis; varietal mapping; vine rows; vineyard; wine industry; Australia; Diseases; Hyperspectral imaging; Hyperspectral sensors; Infrared spectra; Pipelines; Remote sensing; Soil; Strips; Wine industry;
fLanguage
English
Publisher
ieee
Conference_Titel
Geoscience and Remote Sensing Symposium, 2001. IGARSS '01. IEEE 2001 International
Conference_Location
Sydney, NSW
Print_ISBN
0-7803-7031-7
Type
conf
DOI
10.1109/IGARSS.2001.978191
Filename
978191
Link To Document