Maturity analysis and monitoring system for sugarcane crops

The sugarcane stalk and foliage colors are strong indicators of maturity. While outdoor conditions affect the lighting of the captured sugarcane image, external factors like shadows and over exposure can easily be neglected in the Hue Saturation Value (HSV) color space. Through a series of experimen...

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Main Authors: Camacho, Jonathan Clark S., Co, Anthea Marina A., Hao, Jan Percival S.J., Salazar, Ana Carmela P., Ilao, Joel P.
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Published: Animo Repository 2018
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Online Access:https://animorepository.dlsu.edu.ph/faculty_research/2072
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Institution: De La Salle University
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spelling oai:animorepository.dlsu.edu.ph:faculty_research-30712021-08-13T02:30:12Z Maturity analysis and monitoring system for sugarcane crops Camacho, Jonathan Clark S. Co, Anthea Marina A. Hao, Jan Percival S.J. Salazar, Ana Carmela P. Ilao, Joel P. The sugarcane stalk and foliage colors are strong indicators of maturity. While outdoor conditions affect the lighting of the captured sugarcane image, external factors like shadows and over exposure can easily be neglected in the Hue Saturation Value (HSV) color space. Through a series of experimentations in the HSV color space, the proponents found out that there is a significant shifting of Hue and Saturation values as sugarcane crops mature. The Hue and Saturation frequencies of both matured and not-matured sugarcanes were used as data for the maturity detection comparison module which utilizes RandomForest algorithm with 90.16% accuracy. © Springer International Publishing AG, part of Springer Nature 2018. 2018-04-04T07:00:00Z text https://animorepository.dlsu.edu.ph/faculty_research/2072 Faculty Research Work Animo Repository Sugarcane—Development Plants—Aging Computer Sciences
institution De La Salle University
building De La Salle University Library
continent Asia
country Philippines
Philippines
content_provider De La Salle University Library
collection DLSU Institutional Repository
topic Sugarcane—Development
Plants—Aging
Computer Sciences
spellingShingle Sugarcane—Development
Plants—Aging
Computer Sciences
Camacho, Jonathan Clark S.
Co, Anthea Marina A.
Hao, Jan Percival S.J.
Salazar, Ana Carmela P.
Ilao, Joel P.
Maturity analysis and monitoring system for sugarcane crops
description The sugarcane stalk and foliage colors are strong indicators of maturity. While outdoor conditions affect the lighting of the captured sugarcane image, external factors like shadows and over exposure can easily be neglected in the Hue Saturation Value (HSV) color space. Through a series of experimentations in the HSV color space, the proponents found out that there is a significant shifting of Hue and Saturation values as sugarcane crops mature. The Hue and Saturation frequencies of both matured and not-matured sugarcanes were used as data for the maturity detection comparison module which utilizes RandomForest algorithm with 90.16% accuracy. © Springer International Publishing AG, part of Springer Nature 2018.
format text
author Camacho, Jonathan Clark S.
Co, Anthea Marina A.
Hao, Jan Percival S.J.
Salazar, Ana Carmela P.
Ilao, Joel P.
author_facet Camacho, Jonathan Clark S.
Co, Anthea Marina A.
Hao, Jan Percival S.J.
Salazar, Ana Carmela P.
Ilao, Joel P.
author_sort Camacho, Jonathan Clark S.
title Maturity analysis and monitoring system for sugarcane crops
title_short Maturity analysis and monitoring system for sugarcane crops
title_full Maturity analysis and monitoring system for sugarcane crops
title_fullStr Maturity analysis and monitoring system for sugarcane crops
title_full_unstemmed Maturity analysis and monitoring system for sugarcane crops
title_sort maturity analysis and monitoring system for sugarcane crops
publisher Animo Repository
publishDate 2018
url https://animorepository.dlsu.edu.ph/faculty_research/2072
_version_ 1712575463857061888