• DocumentCode
    2035741
  • Title

    Expert system based on CBR and grey BP for Vannamei disease diagnosis

  • Author

    Yuan, Hongchun ; Mao, Zhuo ; Zhao, Bo

  • Author_Institution
    Coll. of Inf. Technol., Shanghai Ocean Univ., Shanghai, China
  • Volume
    3
  • fYear
    2010
  • fDate
    10-12 Aug. 2010
  • Firstpage
    1015
  • Lastpage
    1019
  • Abstract
    This paper proposes a novel inference method that is a combination of CBR (Case-based reasoning), grey theory and BP-ANN (Back propagation Artificial Neural Network). There are four basic steps in a typical CBR process: retrieving, reusing, revising and retaining. BP-ANN and grey theory are applied in retrieving to replace the traditional matching of similar cases. Before using the method to solve an actual issue, historical cases obtained from the case base will be converted to learning samples in the form of numerical values, then BP-ANN will be trained by these processed samples. The method has been successfully applied in the Vannamei expert system for disease diagnosis and treatments. Symptoms from users are converted to numerical values that will be inputted into BP-ANN, and outcomes of BP-ANN will be processed by defuzzification and graying. After that, the best therapeutic scheme of a similar disease from the case base will be sent back to the users. Meanwhile, the new case will be appended to the case base. As is found in experiment and in practical application, this system is theoretically feasible and practically effective.
  • Keywords
    backpropagation; case-based reasoning; diseases; expert systems; grey systems; medical computing; neural nets; patient diagnosis; Vannamei disease diagnosis; backpropagation artificial neural network; case-based reasoning; expert system; grey theory; retaining process; retrieving process; reusing process; revising process; Artificial neural networks; Diseases; Educational institutions; Engines; Expert systems; Knowledge engineering; Training; BP-ANN; CBR; Expert System; Grey theory;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Fuzzy Systems and Knowledge Discovery (FSKD), 2010 Seventh International Conference on
  • Conference_Location
    Yantai, Shandong
  • Print_ISBN
    978-1-4244-5931-5
  • Type

    conf

  • DOI
    10.1109/FSKD.2010.5569586
  • Filename
    5569586