Title :
A temporal investigation of leaf spectroscopy for grape variety discrimination
Author :
Parton, Diana ; Quinn, Geoffrey S. ; Visintini, Fabio ; Niemann, K. Olaf
Author_Institution :
Dept. of Geogr., Univ. of Victoria, Victoria, BC, Canada
Abstract :
The use of narrow band remote sensing techniques for vegetation analysis is in growing demand in the field of precision viticulture. Hyperspectral reflectance data were examined through a leaf-level study to assess the feasibility of discriminating grape variety over a month long period through leaf senescence. The study included eight different varieties of Vitis vinifera L., and encompassed the full extent of terroir effects. First order derivative spectra were generated, and one-way ANOVA with Post-hoc tests were performed. Results indicated that the discrimination between varieties was possible through the visible and NIR regions. The greatest differences were observed between red and white grape varieties, and to a lesser extent amongst the white grape cultivars. Differences were attributed to leaf pigment content and leaf cell structure.
Keywords :
agricultural engineering; quality control; statistical analysis; vegetation; vegetation mapping; ANOVA; Vitis vinifera L.; cell structure; first order derivative spectra; grape variety discrimination; hyperspectral reflectance data; leaf spectroscopy; narrow band remote sensing techniques; pigment content; post hoc tests; precision viticulture; terroir effects; vegetation analysis; Analysis of variance; Hyperspectral imaging; Pipelines; Reflectivity; Silicon; Vitis vinifera; classification; derivative; reflectance; senescence;
Conference_Titel :
Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS), 2012 4th Workshop on
Conference_Location :
Shanghai
Print_ISBN :
978-1-4799-3405-8
DOI :
10.1109/WHISPERS.2012.6874233