Modelling and analysis of compressive strength properties of parboiled paddy and milled rice

被引:13
|
作者
Nasirahmadi, Abozar [1 ]
Abbaspour-Fard, Mohammad H. [1 ]
Emadi, Bagher [1 ]
Khazaei, Nasser Behroozi [2 ]
机构
[1] Ferdowsi Univ Mashhad, Dept Agr Machinery, Mashhad, Iran
[2] Kurdistan Univ, Dept Agr Machinery, Sanandaj, Iran
关键词
artificial neural network; genetic algorithm; paddy; milled rice; MECHANICAL-PROPERTIES; GENETIC ALGORITHM; MOISTURE-CONTENT; NEURAL-NETWORKS; ROUGH RICE; OPTIMIZATION; GRAINS; PREDICTION; PARAMETERS; L;
D O I
10.2478/intag-2013-0029
中图分类号
S3 [农学(农艺学)];
学科分类号
0901 ;
摘要
The present investigation deals with analyzing the compressive strength properties of two varieties (Tarom and Fajr) of parboiled paddy and milled rice including: ultimate stress, modulus of elasticity, rupture force and rupture energy. Combined artificial neural network and genetic algorithm were also applied to model these properties. The parboiled samples were prepared with three soaking temperatures (25, 50 and 75 degrees C) and three steaming times (10, 15 and 20 min). The samples were then dried to final moisture contents of 8, 10 and 12% (w.b.). In general, Tarom variety had higher compressive strength properties for paddy and milled rice than Fajr variety. With increase in steaming time from 10 to 20 min, all mentioned properties increased significantly, whereas these properties were decreased with increasing moisture content from 8 to 12% (w.b.). Coupled artificial neural network and genetic algorithm model with one hidden layer, three inputs (soaking temperature, steaming time and moisture content), was developed to predict the compressive strength properties as model outputs. Results indicated that this model could predict these properties with high correlation and low mean squared error.
引用
收藏
页码:73 / 83
页数:11
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