Matematicheskoe modelirovanie
RUS  ENG    JOURNALS   PEOPLE   ORGANISATIONS   CONFERENCES   SEMINARS   VIDEO LIBRARY   PACKAGE AMSBIB  
General information
Latest issue
Archive
Impact factor

Search papers
Search references

RSS
Latest issue
Current issues
Archive issues
What is RSS



Matem. Mod.:
Year:
Volume:
Issue:
Page:
Find






Personal entry:
Login:
Password:
Save password
Enter
Forgotten password?
Register


Matematicheskoe modelirovanie, 2016, Volume 28, Number 12, Pages 63–73 (Mi mm3796)  

The model and algorithm of artificial immune system

I. F. Astakhova, S. A. Ushakov

Voronezh State University
References:
Abstract: An artificial immune system (AIS) model and an algorithm of its performance are suggested in the paper. The model is based on an analogy with typical features of biological immune systems and the principles their functioning. The developed AIS-model has been tested in a image recognition problem (recognition of isolated symbols). The AIS-system contains a single type of active elements that can be identified as B-lymphocytes capable to classification of “own–alien” type. The working algorithm includes two stages: the learning stage (without teacher) and the performance stage. All the types of “alien” symbols (which form the populations to be controlled by the AIS-system) are necessary to be recognized at the learning stage. The population control is realized at the performance stage. The system of computation codes are created providing calculations at all stages of AIS-system work. The calculation experiments have been carried out and the results have been compared with those obtained by alternative methods: by application of multilayered artificial neural networks; by the method of principal components; by the support vectors method.
Keywords: artificial immune system, artificial immune system performance, B-lymphocytes, affinity, pattern recognition, immune memory, artificial neural networks.
Received: 21.07.2015
Bibliographic databases:
Document Type: Article
Language: Russian
Citation: I. F. Astakhova, S. A. Ushakov, “The model and algorithm of artificial immune system”, Matem. Mod., 28:12 (2016), 63–73
Citation in format AMSBIB
\Bibitem{AstUsh16}
\by I.~F.~Astakhova, S.~A.~Ushakov
\paper The model and algorithm of artificial immune system
\jour Matem. Mod.
\yr 2016
\vol 28
\issue 12
\pages 63--73
\mathnet{http://mi.mathnet.ru/mm3796}
\elib{https://elibrary.ru/item.asp?id=28119137}
Linking options:
  • https://www.mathnet.ru/eng/mm3796
  • https://www.mathnet.ru/eng/mm/v28/i12/p63
  • Citing articles in Google Scholar: Russian citations, English citations
    Related articles in Google Scholar: Russian articles, English articles
    Математическое моделирование
    Statistics & downloads:
    Abstract page:460
    Full-text PDF :263
    References:56
    First page:12
     
      Contact us:
     Terms of Use  Registration to the website  Logotypes © Steklov Mathematical Institute RAS, 2024