DocumentCode
1799275
Title
Simulation of plant growth manipulation using rule based inference and C4.5 algorithm
Author
Nisa, Karlina Khiyarin ; Cariens, Yaasiinta
Author_Institution
Comput. Sci. Dept., Bogor Agric. Univ. Bogor, Bogor, Indonesia
fYear
2014
fDate
24-24 Sept. 2014
Firstpage
37
Lastpage
42
Abstract
The growth process of a flowering plant can be manipulated by treating on its genes and controlling its exogenous factors. This manipulation is aimed for specific reason, for example: to accelerate the flowering process, to lengthen juvenility, or to regenerate certain parts of the flower. Biology molecular researcher used to do this manipulation in a costly research and it usually takes a long period to watch its impact on a plant. A system is developed to simulate vegetative and generative growth process of a plant when its exogenous factors and genes are controlled. The vegetative system uses rules generated using C4.5 algorithm and gives 100% accuracy when SN DNE and HR are both active. When one of SN DNE and HR is nonactive, the rules are no longer accurate and generated manually. The generative system uses rules based inference. It predicts the effect of controlling the level of genes and exogenous factors. It can be estimated whether the plant would produce flowers, become sterile, stay juvenile or even die. The system is also able to predict the shape of the flower, whether it would be a perfect flower or inactive in some part of the flower.
Keywords
botany; decision trees; inference mechanisms; C4.5 algorithm; HR; SN DNE; biology molecular approach; flowering process; plant growth manipulation; rule based inference; vegetative growth process; Inference algorithms; Input variables; Plants (biology); Shape; Testing; Tin; C4.5; exogenous factors; genes; plant growth; rule based inference;
fLanguage
English
Publisher
ieee
Conference_Titel
Information, Communication Technology and System (ICTS), 2014 International Conference on
Conference_Location
Surabaya
Print_ISBN
978-1-4799-6857-2
Type
conf
DOI
10.1109/ICTS.2014.7010554
Filename
7010554
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