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Artificial Intelligence and Decision Making, 2020, Issue 4, Pages 80–100
DOI: https://doi.org/10.14357/20718594200408
(Mi iipr154)
 

This article is cited in 3 scientific papers (total in 3 papers)

Intelligent control and behavior planning

Rational behaviour planning of cognitive semiotic agent in dynamic environment

G. S. Osipova, A. I. Panovab

a Russian Artificial Intelligence Research Institute of the Russian Academy of Sciences, Moscow, Russia
b Moscow Institute of Physics and Technology (National Research University), Dolgoprudny, Moscow Region
Abstract: The paper presents a general architecture of a cognitive semiotic agent acting in a dynamic environment. A new implementation and integration of the agent planning and learning subsystems are proposed to solve the symbol grounding problem. We suggest a new approach to the description of the semantic level of the sign-based world model component, which is used as a base for agent rational behavior synthesis. A formal definition of the behavior script and its use in generating a rational agent's action plan is proposed. In conclusion, we describe a model experiment that demonstrates the work of a semiotic agent in a game environment.
Keywords: semiotic agent, sign-based world model, causal networks, semiotic network, planning, reinforcement learning.
Funding agency Grant number
Russian Foundation for Basic Research 18-07-01011
18-29-22027
English version:
Scientific and Technical Information Processing, 2021, Volume 48, Issue 6, Pages 502–516
DOI: https://doi.org/10.3103/S0147688221060113
Bibliographic databases:
Document Type: Article
Language: Russian
Citation: G. S. Osipov, A. I. Panov, “Rational behaviour planning of cognitive semiotic agent in dynamic environment”, Artificial Intelligence and Decision Making, 2020, no. 4, 80–100; Scientific and Technical Information Processing, 48:6 (2021), 502–516
Citation in format AMSBIB
\Bibitem{OsiPan20}
\by G.~S.~Osipov, A.~I.~Panov
\paper Rational behaviour planning of cognitive semiotic agent in dynamic environment
\jour Artificial Intelligence and Decision Making
\yr 2020
\issue 4
\pages 80--100
\mathnet{http://mi.mathnet.ru/iipr154}
\crossref{https://doi.org/10.14357/20718594200408}
\elib{https://elibrary.ru/item.asp?id=44408563}
\transl
\jour Scientific and Technical Information Processing
\yr 2021
\vol 48
\issue 6
\pages 502--516
\crossref{https://doi.org/10.3103/S0147688221060113}
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  • https://www.mathnet.ru/eng/iipr/y2020/i4/p80
  • This publication is cited in the following 3 articles:
    Citing articles in Google Scholar: Russian citations, English citations
    Related articles in Google Scholar: Russian articles, English articles
    Artificial Intelligence and Decision Making
     
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