Soy Sauce Classification by Geographic Region and Fermentation Based on Artificial Neural Network and Genetic Algorithm

被引：18
|
作者：
Xu, Libin [1 ]
Li, Yang [1 ]
Xu, Ning [1 ]
Hu, Yong [1 ]
Wang, Chao [1 ]
He, Jianjun [2 ]
Cao, Yueze [3 ]
Chen, Shigui [4 ]
Li, Dongsheng [1 ]
机构：
[1] Hubei Univ Technol, Hubei Collaborat Innovat Ctr Ind Fermentat, Res Ctr Food Fermentat Engn & Technol Hubei, Key Lab Fermentat Engn,Minist Educ, Wuhan 430068, Hubei, Peoples R China
[2] Agr Acad Sci Hubei, Wuhan 430068, Hubei, Peoples R China
[3] Hubei Shunxi Biol Food Co Ltd, Wuhan 430068, Hubei, Peoples R China
[4] Hubei Tulaohan Flavouring & Food Co Ltd, Wuhan 430068, Hubei, Peoples R China
来源：
JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY | 2014年 / 62卷 / 51期
关键词：
artificial neural; soy sauce; genetic algorithm; volatile aroma compound; classification;
D O I：
10.1021/jf504530w
中图分类号：
S [农业科学];
学科分类号：
09 ;
摘要：
This work demonstrated the possibility of using artificial neural networks to classify soy sauce from China. The aroma profiles of different soy sauce samples were differentiated using headspace solid-phase microextraction. The soy sauce samples were analyzed by gas chromatography-mass spectrometry, and 22 and 15 volatile aroma compounds were selected for sensitivity analysis to classify the samples by fermentation and geographic region, respectively. The 15 selected samples can be classified by fermentation and geographic region with a prediction success rate of 100%. Furans and phenols represented the variables with the greatest contribution in classifying soy sauce samples by fermentation and geographic region, respectively.
引用
收藏
页码：12294 / 12298
页数：5
相关论文
共 50 条
  • [41] Application of genetic algorithm and neural network in the Automatic classification of Leukocytes
    Zeng, LB
    Lin, B
    Liu, SH
    APPLICATIONS OF ARTIFICIAL NEURAL NETWORKS IN IMAGE PROCESSING VII, 2003, 5015 : 73 - 80
  • [42] Artificial neural network based on genetic algorithm for emissions prediction of a SI gasoline engine
    José D. Martínez-Morales
    Elvia R. Palacios-Hernández
    Gerardo A. Velázquez-Carrillo
    Journal of Mechanical Science and Technology, 2014, 28 : 2417 - 2427
  • [43] Skin Embryo Classification Model based on BP Neural Network optimized by Genetic Algorithm
    Wang, XinGang
    Zhao, TongYu
    PROCEEDINGS OF 2018 IEEE 4TH INFORMATION TECHNOLOGY AND MECHATRONICS ENGINEERING CONFERENCE (ITOEC 2018), 2018, : 1230 - 1237
  • [44] TUNNEL ROCKMASS CLASSIFICATION BASED ON ARTIFICIAL NEURAL NETWORK
    Zhang Zhi-ding
    Li-Kai
    Fu Helin
    Shen Hong
    SECOND INTERNATIONAL SYMPOSIUM ON INNOVATION & SUSTAINABILITY OF MODERN RAILWAY - PROCEEDINGS OF ISMR '2010, 2010, : 311 - 318
  • [45] Process Optimization for Antarctic Krill (Euphausia superba) Sauce Based on Back Propagation Neural Network Combined with Genetic Algorithm
    Chi, Hai
    Fu, Zhiyu
    Wang, Peng
    Yu, Di
    Zhao, Lukai
    Li, Long
    Liu, Yujun
    Zheng, Jie
    APPLIED SCIENCES-BASEL, 2024, 14 (16):
  • [46] Artificial neural network development by means of a novel combination of grammatical evolution and genetic algorithm
    Ahmadizar, Fardin
    Soltanian, Khabat
    AkhlaghianTab, Fardin
    Tsoulos, Ioannis
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2015, 39 : 1 - 13
  • [47] Measuring effectiveness of a dynamic artificial neural network algorithm for classification problems
    Ghiassi, M.
    Burnley, C.
    EXPERT SYSTEMS WITH APPLICATIONS, 2010, 37 (04) : 3118 - 3128
  • [48] A Novel Artificial Neural Network (ANN) Using The Mayfly Algorithm for Classification
    Moosavi, Syed Kumayl Raza
    Zafar, Muhammad Hamza
    Akhter, Malik Naveed
    Hadi, Shahzaib Farooq
    Khan, Noman Mujeeb
    Sanfilippo, Filippo
    2021 INTERNATIONAL CONFERENCE ON DIGITAL FUTURES AND TRANSFORMATIVE TECHNOLOGIES (ICODT2), 2021,
  • [49] Artificial Neural Network Based Technique Compare with "GA" for Web Page Classification
    Alarabi, Ali
    Mishra, Kamta Nath
    NETWORKED DIGITAL TECHNOLOGIES, PT 2, 2010, 88 : 699 - 705
  • [50] Genetic algorithm based neural-tuned neural network
    Ling, SH
    Lam, HK
    Leung, FHF
    Lee, YS
    IECON'03: THE 29TH ANNUAL CONFERENCE OF THE IEEE INDUSTRIAL ELECTRONICS SOCIETY, VOLS 1 - 3, PROCEEDINGS, 2003, : 2423 - 2428
12345