• DocumentCode
    511641
  • Title

    An Artificial Immune System Model Based on Semantics

  • Author

    Wang Chu-Jiao ; Xia Shi-xiong ; Wang Hai-zhi

  • Author_Institution
    Sch. of Comput. Sci. & Technol., China Univ. of Min. & Technol., Xu Zhou, China
  • Volume
    1
  • fYear
    2009
  • fDate
    28-30 Oct. 2009
  • Firstpage
    269
  • Lastpage
    273
  • Abstract
    With the development of artificial immune technology, People set more and more focus on the diagnosis problem in such complex distribution systems based on artificial immunity. This paper presents an intelligent methodology for diagnosing incipient faults in mine hoist. In this fault diagnosis system, In order to enhance the fault diagnosis performance, we propose a novel ideal of semantic-centered fault diagnosis based on artificial immunity for mine hoist. Concerning with the disadvantage negative selection algorithm can not effectively capture the semantic information in some complex spaces, in the given definition of model-based fault diagnosis, this paper proposes a logic-based semantic model. The model represents lymphocytes and antigens as logic-operator, which can express complex semantics and gain the minimal diagnosis by the theorem provers of first order logic. Finally, in the background of process-based abnormal detection, we designed a systematic framework which tries to exploit semantic information. It proves that this model can effectively solve the semantic problem of diagnosis for mine hoist.
  • Keywords
    artificial immune systems; fault diagnosis; formal logic; antigens; artificial immune system; first order logic; intelligent methodology; logic-based semantic model; lymphocytes; process-based abnormal detection; semantic-centered fault diagnosis; Artificial immune systems; Artificial intelligence; Artificial neural networks; Computer science; Fault detection; Fault diagnosis; Hidden Markov models; Logic; Marine technology; Power system modeling; artificial immune; compiling approach; fault diagnosis; model; semantic;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer Science and Engineering, 2009. WCSE '09. Second International Workshop on
  • Conference_Location
    Qingdao
  • Print_ISBN
    978-0-7695-3881-5
  • Type

    conf

  • DOI
    10.1109/WCSE.2009.668
  • Filename
    5403313