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Control of Set of System Parameter Values by the Ant Colony Method.

Authors :
Sinitsyn, I. N.
Titov, Yu. P.
Source :
Automation & Remote Control. Aug2023, Vol. 84 Issue 8, p893-903. 11p.
Publication Year :
2023

Abstract

The paper considers the modification and application of the ant colony method for the problem of directed enumeration of the values of system parameters when performing calculated multiple calculations. Interaction with the user makes it possible to stop the process of exhaustive enumeration of sets of parameter values, and the application of a modification of the ant colony method will allow us to consider rational sets at early iterations. If the user does not terminate the algorithm, then the proposed modifications allow one to enumerate all solutions using the ant colony method. To modify the ant colony method, a new probabilistic formula and various algorithms of the ant colony method are proposed, allowing for each agent to find a new set of parameter values. The optimal algorithm, according to the research results, is the use of repeated endless cyclic search for a new solution. This modification allows you to consider all solutions, and at the same time, find all the optimal solutions among the first 5% of the considered solutions. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
00051179
Volume :
84
Issue :
8
Database :
Academic Search Index
Journal :
Automation & Remote Control
Publication Type :
Academic Journal
Accession number :
174299254
Full Text :
https://doi.org/10.1134/S0005117923080106