Публікація: Development of a solution search method using artificial intelligence
Дата
2024-04-30
Автори
Odarushchenko, O. B.
Одарущенко, Олена Борисівна
Назва видання
ISSN
Назва тому
Видання
Eastern-European Journal of Enterprise Technologies
Анотація
The object of the study is decision sup¬port systems.
The problem of increasing decision-mak¬ing efficiency in conditions of uncertainty and a set of different parameters was solved using a bio-inspired algorithm.
The subject of the study is the deci¬sion-making process in management prob¬lems using the heron flock algorithm, the improved genetic algorithm and evolving artificial neural networks.
A solution search method using the improved heron flock algorithm is pro¬posed. The study is based on the heron flock algorithm to find a solution regarding the object state. Evolving artificial neural networks are used to train the heron flock algorithm, and an advanced genetic algo¬rithm is used to select the best individuals of the heron flock. The method has the fol¬lowing sequence of actions:
– input of initial data;
– setting agents on the search plane;
– numbering heron agents in the flock;
– setting the initial velocity of heron agents;
– waiting strategy for heron agents;
– aggressive strategy;
– checking the discriminatory condition;
– selection of the best individuals from the heron flock;
– ranking and sorting the obtained so-lutions;
– training heron knowledge bases;
– determining the amount of necessary computing resources of the intelligent deci¬sion support system.
Опис
Ключові слова
unimodal functions, deci¬sion-making efficiency, optimization prob¬lems, hierarchical objects
Бібліографічний опис
Development of a solution search method using artificial intelligence / Q. A. Mahdi et al. Eastern-European Journal of Enterprise Technologies 2(4 (128)) 2(4 (128)) DOI:10.15587/1729-4061.2024.300261.