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

被引:0
|
作者
Sinitsyn, I. N. [1 ,2 ]
Titov, Yu. P. [1 ,2 ]
机构
[1] Natl Res Univ, Moscow Aviat Inst, Moscow, Russia
[2] Russian Acad Sci, Fed Res Ctr Comp Sci & Control, Moscow, Russia
关键词
ant colony method; parametric graph; reordering; computing cluster; hyperparameter optimization; OPTIMIZATION;
D O I
10.1134/S0005117923080106
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
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.
引用
收藏
页码:893 / 903
页数:11
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