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Avtomatika i Telemekhanika, 2018, Issue 6, Pages 69–86 (Mi at15087)  

This article is cited in 14 scientific papers (total in 14 papers)

Topical issue

Cyclic stochastic approximation with disturbance on input in the parameter tracking problem based on a multiagent algorithm

O. N. Granichinab, V. A. Erofeevaab

a St. Petersburg State University, St. Petersburg, Russia
b Institute of Problems of Mechanical Engineering, Russian Academy of Sciences, St. Petersburg, Russia
References:
Abstract: We consider the possibilities of using cyclic stochastic approximation for solving optimization problems of a nonstationary functional of the data produced by distributed observers (sensors) under constraints on the possibilities of simultaneous communication between the observers themselves. We achieve tracking the optimal value of parameters up to a certain level of quality with a multi-agent algorithm. The efficiency of the proposed approach is illustrated by an example of modeling the process of tracking the trajectories of a group of moving objects using a set of spatially distributed sensors.
Keywords: stochastic approximation, object tracking, nonstationary functional, parameter tracking, cyclic approach, multi-agent algorithm.
Funding agency Grant number
Russian Science Foundation 16-19-00057
This work was supported by the Russian Science Foundation, project no. 16-19-00057.
Presented by the member of Editorial Board: A. P. Kurdyukov

Received: 09.11.2017
English version:
Automation and Remote Control, 2018, Volume 79, Issue 6, Pages 1013–1028
DOI: https://doi.org/10.1134/S0005117918060036
Bibliographic databases:
Document Type: Article
Language: Russian
Citation: O. N. Granichin, V. A. Erofeeva, “Cyclic stochastic approximation with disturbance on input in the parameter tracking problem based on a multiagent algorithm”, Avtomat. i Telemekh., 2018, no. 6, 69–86; Autom. Remote Control, 79:6 (2018), 1013–1028
Citation in format AMSBIB
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\by O.~N.~Granichin, V.~A.~Erofeeva
\paper Cyclic stochastic approximation with disturbance on input in the parameter tracking problem based on a~multiagent algorithm
\jour Avtomat. i Telemekh.
\yr 2018
\issue 6
\pages 69--86
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\elib{https://elibrary.ru/item.asp?id=35727325}
\transl
\jour Autom. Remote Control
\yr 2018
\vol 79
\issue 6
\pages 1013--1028
\crossref{https://doi.org/10.1134/S0005117918060036}
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Linking options:
  • https://www.mathnet.ru/eng/at15087
  • https://www.mathnet.ru/eng/at/y2018/i6/p69
  • This publication is cited in the following 14 articles:
    Citing articles in Google Scholar: Russian citations, English citations
    Related articles in Google Scholar: Russian articles, English articles
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