Estimating oil palm yields using vegetation indices derived from quickbird

A single-date archived QuickBird satellite imagery and oil palm yield data collected over a 12-year time series were used to generate empirical oil palm yield models under Malaysian conditions. Vegetation indices and yield data were subject to correlation analysis, followed by regression modelling a...

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Main Authors: Balasundram, Siva Kumar, Memarian, Hadi, Khosla, Rajiv
Format: Article
Language:English
Published: Marsland Press 2013
Online Access:http://psasir.upm.edu.my/id/eprint/29472/
http://psasir.upm.edu.my/id/eprint/29472/1/Estimating%20oil%20palm%20yields%20using%20vegetation%20indices%20derived%20from%20quickbird.pdf
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author Balasundram, Siva Kumar
Memarian, Hadi
Khosla, Rajiv
author_facet Balasundram, Siva Kumar
Memarian, Hadi
Khosla, Rajiv
author_sort Balasundram, Siva Kumar
building UPM Institutional Repository
collection Online Access
description A single-date archived QuickBird satellite imagery and oil palm yield data collected over a 12-year time series were used to generate empirical oil palm yield models under Malaysian conditions. Vegetation indices and yield data were subject to correlation analysis, followed by regression modelling and model validation using standard metrics. Results showed a strong positive correlation between vegetation indices and oil palm yields, across different planting periods. Among vegetation indices, RVI showed the best correlation with oil palm yield. Empirical models were found to be significant for the 1990-2002 and the 1998-1999 planting periods. Models built using RVI and MSAVI showed a strong fit between estimated yield and observed yield. In the 1998-1999 planting period, however, only RVI and GNDVI showed reliable strength in yield estimation. Overall, findings of this study suggest that selected QuickBird-derived vegetation indices can be used to estimate oil palm yields with reliable accuracy.
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institution Universiti Putra Malaysia
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spelling upm-294722018-07-19T04:24:30Z http://psasir.upm.edu.my/id/eprint/29472/ Estimating oil palm yields using vegetation indices derived from quickbird Balasundram, Siva Kumar Memarian, Hadi Khosla, Rajiv A single-date archived QuickBird satellite imagery and oil palm yield data collected over a 12-year time series were used to generate empirical oil palm yield models under Malaysian conditions. Vegetation indices and yield data were subject to correlation analysis, followed by regression modelling and model validation using standard metrics. Results showed a strong positive correlation between vegetation indices and oil palm yields, across different planting periods. Among vegetation indices, RVI showed the best correlation with oil palm yield. Empirical models were found to be significant for the 1990-2002 and the 1998-1999 planting periods. Models built using RVI and MSAVI showed a strong fit between estimated yield and observed yield. In the 1998-1999 planting period, however, only RVI and GNDVI showed reliable strength in yield estimation. Overall, findings of this study suggest that selected QuickBird-derived vegetation indices can be used to estimate oil palm yields with reliable accuracy. Marsland Press 2013 Article PeerReviewed application/pdf en http://psasir.upm.edu.my/id/eprint/29472/1/Estimating%20oil%20palm%20yields%20using%20vegetation%20indices%20derived%20from%20quickbird.pdf Balasundram, Siva Kumar and Memarian, Hadi and Khosla, Rajiv (2013) Estimating oil palm yields using vegetation indices derived from quickbird. Life Science Journal, 10 (4). pp. 851-860. ISSN 1097-8135; ESSN: 2372-613X http://www.lifesciencesite.com/lsj/life1004/ 10.7537/marslsj100413.109
spellingShingle Balasundram, Siva Kumar
Memarian, Hadi
Khosla, Rajiv
Estimating oil palm yields using vegetation indices derived from quickbird
title Estimating oil palm yields using vegetation indices derived from quickbird
title_full Estimating oil palm yields using vegetation indices derived from quickbird
title_fullStr Estimating oil palm yields using vegetation indices derived from quickbird
title_full_unstemmed Estimating oil palm yields using vegetation indices derived from quickbird
title_short Estimating oil palm yields using vegetation indices derived from quickbird
title_sort estimating oil palm yields using vegetation indices derived from quickbird
url http://psasir.upm.edu.my/id/eprint/29472/
http://psasir.upm.edu.my/id/eprint/29472/
http://psasir.upm.edu.my/id/eprint/29472/
http://psasir.upm.edu.my/id/eprint/29472/1/Estimating%20oil%20palm%20yields%20using%20vegetation%20indices%20derived%20from%20quickbird.pdf