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作者:

Wang, Kaiyi (Wang, Kaiyi.) | Xu, Hongmin (Xu, Hongmin.) | Zhao, Chunjiang (Zhao, Chunjiang.) (学者:赵春江) | Yu, Gang (Yu, Gang.)

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摘要:

An automatic CCPs (critical control points) identification method for lettuce's fresh-cut processing HACCP (hazard analysis and critical control point) implementation based on optimized SVM (support vector machine) model was introduced. The CCPs identification tests which use the general SVM algorithm showed its weakness because of the man-made kernel selection and the classification results had larger fluctuation. Generic algorithm was used to obtain an optimized kernel function and then the GA-SVM model was proposed. The model had been applied in the CCPs identification of lettuce's fresh-cut processing and the classification accuracy of 87.5% was stabler than the traditional method. The method is also general which can be easily popularized to other HACCP implementations.

关键词:

Computer programming Genetic algorithms Image coding Optimization Support vector machines

作者机构:

  • [ 1 ] [Wang, Kaiyi]College of Computer Science, Beijing University of Technology, Beijing 100022, China
  • [ 2 ] [Wang, Kaiyi]National Engineering Research Center for Information Technology in Agriculture, Beijing 100097, China
  • [ 3 ] [Xu, Hongmin]Beijing Institute of Petrochemical Technology, Beijing 102617, China
  • [ 4 ] [Zhao, Chunjiang]National Engineering Research Center for Information Technology in Agriculture, Beijing 100097, China
  • [ 5 ] [Yu, Gang]National Engineering Research Center for Information Technology in Agriculture, Beijing 100097, China

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来源 :

Transactions of the Chinese Society of Agricultural Engineering

ISSN: 1002-6819

年份: 2009

期: 11

卷: 25

页码: 219-221

被引次数:

WoS核心集被引频次: 0

SCOPUS被引频次: 2

ESI高被引论文在榜: 0 展开所有

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