Image analysis associated with a fuzzy neural network and estimation of shoot length of regenerated rice callus

被引:22
作者
Honda, H [1 ]
Takikawa, N [1 ]
Noguchi, H [1 ]
Hanai, T [1 ]
Kobayashi, T [1 ]
机构
[1] Nagoya Univ, Grad Sch Engn, Dept Biotechnol, Chikusa Ku, Nagoya, Aichi 46401, Japan
来源
JOURNAL OF FERMENTATION AND BIOENGINEERING | 1997年 / 84卷 / 04期
关键词
rice callus; image analysis; fuzzy neural network; shoot; acclimatization;
D O I
10.1016/S0922-338X(97)89256-2
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
Regenerated rice callus with a shoot more than 2 cm in length could be transferred from a growth medium supplemented with sucrose as a carbon source to a medium without sucrose for acclimatization. Image analysis was applied for the automatic selection of regenerated rice callus for acclimatization. When the RGB values for each pixel were input into a fuzzy neural network (FNN), the shoot, callus, and medium regions were identified. The identification correctness of the FNN model was 95%. Using the model, a trinary image was reconstructed and thinning and the extraction of the longest path were performed for 25 images in order to predict the shoot length. The predicted lengths coincided well with the actual shoot lengths, the average error being only 1.3 mm.
引用
收藏
页码:342 / 347
页数:6
相关论文
共 14 条
[1]  
AGUI T, 1995, GOZO NO SHORI NINSHI, P63
[2]  
Fukuda T., 1991, NIHON KIKAIGAKKAI RO, V57, P77
[3]  
Hanai T., 1996, Transactions of the Society of Instrument and Control Engineers, V32, P1113
[4]   Automatic fuzzy modeling for Ginjo sake brewing process using fuzzy neural networks [J].
Hanai, T ;
Katayama, A ;
Honda, H ;
Kobayashi, T .
JOURNAL OF CHEMICAL ENGINEERING OF JAPAN, 1997, 30 (01) :94-100
[5]  
Hanai Taizo, 1997, Nippon Shokuhin Kagaku Kogaku Kaishi, V44, P560
[6]  
Hilditch C. J., 1969, Machine Intelligence, P403
[7]  
HIWATASHI K, 1968, SHIKAKU TEREBIJON
[8]  
KAKAMU A, 1995, SEIBUTSU-KOGAKU KAIS, V73, P199
[9]  
MATSUNO T, 1990, IKUSHUGAKU ZASSHI, V40, P50
[10]  
NAKAZONO A, 1996, PLANT TISSUE CULTURE, V13, P325