Temperature control of Ginjo sake mashing process by automatic fuzzy modeling using fuzzy neural networks

被引:22
作者
Honda, H
Hanai, T
Katayama, A
Tohyama, H
Kobayashi, T [1 ]
机构
[1] Nagoya Univ, Grad Sch Engn, Dept Biotechnol, Chikusa Ku, Nagaoka, Niigata 4648603, Japan
[2] Sekiya Brewing Co Ltd, Shitara, Aichi 4510083, Japan
来源
JOURNAL OF FERMENTATION AND BIOENGINEERING | 1998年 / 85卷 / 01期
关键词
process control; fuzzy neural networks; Ginjo sake fermentation; sensory evaluation; modeling;
D O I
10.1016/S0922-338X(97)80363-7
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Automatic fuzzy modeling using fuzzy neural network (FNN) was attempted for use for temperature control of Ginjo sake mashing process. Data for 25 Ginjo sake mashings obtained from a commercial fermenter were used for the modeling. Models were constructed in four control regions. The acquired models could precisely output a set temperature, and the acquired rules coincided well with those experiences of Toji. The models were applied to temperature control of commercial scale mashing. Time course data were similar to those from a conventional control based on the decision of Toji. The Ginjo sake obtained was analyzed and quality assessed by expert sensory evaluation. The concentrations of chemical components and evaluation scores were confirmed to be similar to those obtained from the conventional control.
引用
收藏
页码:107 / 112
页数:6
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