DocumentCode
3416210
Title
The model of measuring melons´ sugar based on resistance and capacitance
Author
Liu, Mei ; Jia, Zhenhong ; Yao, Yongbo ; Huang, Xiaohui
Author_Institution
Coll. of Inf. Sci. & Eng., Xinjiang Univ., Urumqi, China
fYear
2011
fDate
19-21 Oct. 2011
Firstpage
34
Lastpage
36
Abstract
In this work, a nondestructive method based on the dielectric properties for the measurement of melons´ sugar was presented. Resistance and capacitance of melons were obtained to predict the sweetness, using the genetic algorithm (GA) to optimize the parameters of its nuclear function (RBF), adopting Least Squares Support Vector Machines (LS-SVM) to obtain the sugar. The results showed that the precision was high under low cost condition, which could make available for use in the development of rapid and nondestructive sensors of melons.
Keywords
agricultural products; chemical variables measurement; dielectric properties; electronic tongues; genetic algorithms; least squares approximations; nondestructive testing; production engineering computing; quality control; sugar; support vector machines; LS-SVM; capacitance; dielectric properties; genetic algorithm; least squares support vector machines; melons; nondestructive method; nondestructive sensors; nuclear function; optimization; resistance; sugar sweetness measurement; Capacitance; Capacitance measurement; Dielectrics; Electrical resistance measurement; Genetic algorithms; Resistance; Training;
fLanguage
English
Publisher
ieee
Conference_Titel
Advanced Computational Intelligence (IWACI), 2011 Fourth International Workshop on
Conference_Location
Wuhan
Print_ISBN
978-1-61284-374-2
Type
conf
DOI
10.1109/IWACI.2011.6159969
Filename
6159969
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