TY - GEN
T1 - Study of Rubber Leaf Disease using Hyperspectral Reflectance
AU - Manessa, Masita Dwi Mandini
AU - Supriatna, Rokhmatullah
AU - Shidiq, Iqbal Putut Ash
AU - Nagasawa, Ryota
AU - Ayu, Farida
AU - Efriana, Anisya Feby
AU - Lestari, Retno
AU - Bustamam, Alhadi
AU - Matsui, Minami
AU - Kase, Kiwamu
AU - Makita, Yuko
AU - Febbiyanti, Tri Rapani
AU - Oktavia, Fetrina
AU - Stevanus, Charlos Togi
N1 - Publisher Copyright:
© 2023 SPIE.
PY - 2023
Y1 - 2023
N2 - Leaf disease in rubber leaves causes a significant effect on latex production, especially Pestalotiopsis sp. This disease has caused a massive leaf fall in many plantations in Indonesia. Hyperspectral-based analysis can identify the difference in spectral leaf due to disease. The site location is Sembawa Rubber Research Institute in Sembawa, Palembang, Indonesia. Further, this study also compared other fungi leaf diseases, namely Oidium sp., Collectotrichum sp., and Corrynesspora sp. The leaf spectral reflectance was measured using Ocean Optics USB 2000+ UV-VIS Spectrometer, which measured the spectral response from 350-850 nm. This study aims at (a) defining the spectral signature of rubber leaf infected by leaf fall disease, b) analyzing whether the spectral response of infected leaf can be distinguished, and (c) defining the most useful wavelengths for discriminating spectral responses. The methodology used in this study is spectral response curve, principal components, and partial least square discriminant analyses. As a result, the average spectra indicated differences in color-infected leaves in the chlorophyll-associated wavelengths 490-589, 681–685, 718-752, and 839-875 nm. At the same time, the identification of disease type based on the spectral response found that it is not separable due to high similarity in the spectral curve.
AB - Leaf disease in rubber leaves causes a significant effect on latex production, especially Pestalotiopsis sp. This disease has caused a massive leaf fall in many plantations in Indonesia. Hyperspectral-based analysis can identify the difference in spectral leaf due to disease. The site location is Sembawa Rubber Research Institute in Sembawa, Palembang, Indonesia. Further, this study also compared other fungi leaf diseases, namely Oidium sp., Collectotrichum sp., and Corrynesspora sp. The leaf spectral reflectance was measured using Ocean Optics USB 2000+ UV-VIS Spectrometer, which measured the spectral response from 350-850 nm. This study aims at (a) defining the spectral signature of rubber leaf infected by leaf fall disease, b) analyzing whether the spectral response of infected leaf can be distinguished, and (c) defining the most useful wavelengths for discriminating spectral responses. The methodology used in this study is spectral response curve, principal components, and partial least square discriminant analyses. As a result, the average spectra indicated differences in color-infected leaves in the chlorophyll-associated wavelengths 490-589, 681–685, 718-752, and 839-875 nm. At the same time, the identification of disease type based on the spectral response found that it is not separable due to high similarity in the spectral curve.
KW - collectotrichum
KW - corrynesspora
KW - hyperspectral
KW - indonesia
KW - leaf fall disease
KW - oidium
KW - pestalotiopsis
KW - rubber
UR - http://www.scopus.com/inward/record.url?scp=85177888073&partnerID=8YFLogxK
U2 - 10.1117/12.2646516
DO - 10.1117/12.2646516
M3 - Conference contribution
AN - SCOPUS:85177888073
T3 - Proceedings of SPIE - The International Society for Optical Engineering
BT - SPIE Future Sensing Technologies 2023
A2 - Matoba, Osamu
A2 - Shaw, Joseph A.
A2 - Valenta, Christopher R.
PB - SPIE
T2 - SPIE Future Sensing Technologies 2023
Y2 - 18 April 2023 through 21 April 2023
ER -