Neural network based electronic nose for apple ripeness determination

被引:37
作者
Hines, EL [1 ]
Llobet, E
Gardner, JW
机构
[1] Univ Warwick, Sch Engn, Div Elect & Elect Engn, Coventry CV4 7AL, W Midlands, England
[2] Univ Rovira & Virgili, Dept Elect Engn, Tarragona 43006, Spain
关键词
D O I
10.1049/el:19990547
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
It is possible to non-destructively determine apple ripeness using a simple electronic nose. The instrument employs tin oxide resistive gas sensors and neural networks (fuzzy ARTMAP, LVQ and MLP) to classify the samples into three states df ripeness with 100% accuracy. Fuzzy ARTMAP was found to be the best classifier in the presence of simulated Gaussian noise.
引用
收藏
页码:821 / 823
页数:3
相关论文
共 50 条
[1]   Neural network based electronic nose for apple ripeness determination [J].
Div. of Elec. and Electron. Eng., School of Engineering, Warwick University, Coventry CV4 7AL, United Kingdom ;
不详 .
Electron. Lett., 10 (821-823)
[2]   Non-destructive banana ripeness determination using a neural network-based electronic nose [J].
Llobet, E ;
Hines, EL ;
Gardner, JW ;
Franco, S .
MEASUREMENT SCIENCE AND TECHNOLOGY, 1999, 10 (06) :538-548
[3]   Determination of Tea Quality by Using a Neural Network Based Electronic Nose [J].
Dutta, Ritaban ;
Mines, E.L. ;
Gardner, J.W. ;
Kashwan, K.R. ;
Bhuyan, M. .
Proc Int Jt Conf Neural Networks, 1600, (404-409)
[4]   Determination of tea quality by using a neural network based electronic nose [J].
Dutta, R ;
Hines, EL ;
Gardner, JW ;
Kashwan, KR ;
Bhuyan, M .
PROCEEDINGS OF THE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS 2003, VOLS 1-4, 2003, :404-409
[5]   Apple Ripeness Estimation using Artificial Neural Network [J].
Hamza, Raja ;
Chtourou, Mohamed .
PROCEEDINGS 2018 INTERNATIONAL CONFERENCE ON HIGH PERFORMANCE COMPUTING & SIMULATION (HPCS), 2018, :229-234
[6]   Electronic Nose Based on an Optimized Competition Neural Network [J].
Men, Hong ;
Liu, Haiyan ;
Pan, Yunpeng ;
Wang, Lei ;
Zhang, Haiping .
SENSORS, 2011, 11 (05) :5005-5019
[7]   Electronic nose and artificial neural network [J].
Haugen, JE ;
Kvaal, K .
MEAT SCIENCE, 1998, 49 :S273-S286
[8]   Neural network based electronic nose for the classification of aromatic species [J].
Brezmes, J ;
Ferreras, B ;
Llobet, E ;
Vilanova, X ;
Correig, X .
ANALYTICA CHIMICA ACTA, 1997, 348 (1-3) :503-509
[9]   Neural network based electronic nose for classification of tea aroma [J].
Borah S. ;
Hines E.L. ;
Leeson M.S. ;
Iliescu D.D. ;
Bhuyan M. ;
Gardner J.W. .
Sensing and Instrumentation for Food Quality and Safety, 2008, 2 (1) :7-14
[10]   Neural Network Based Electronic Nose for Discrimination of Fish Sauces [J].
Nimsuk, Nitikarn .
2014 11TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING/ELECTRONICS, COMPUTER, TELECOMMUNICATIONS AND INFORMATION TECHNOLOGY (ECTI-CON), 2014,