Переваги та недоліки навчання багатошарової нейронної мережі за допомогою генетичного алгоритму

The advantages and disadvantages of learning a multilayer neural network using genetic algorithm are studied. Investigation was conducted on the basis of the developed software, which allows to detect indications of diseases by analyzing photographs of human organs` tissues. The Java programming lan...

Full description

Saved in:
Bibliographic Details
Date:2022
Main Authors: Ковальчук, М.Л., Уштан, П.І., Ушенко, Ю.О., Солтис, І.В.
Format: Article
Language:English
Published: Vinnytsia National Technical University 2022
Subjects:
Online Access:https://oeipt.vntu.edu.ua/index.php/oeipt/article/view/610
Tags: Add Tag
No Tags, Be the first to tag this record!
Journal Title:Optoelectronic Information-Power Technologies

Institution

Optoelectronic Information-Power Technologies
Description
Summary:The advantages and disadvantages of learning a multilayer neural network using genetic algorithm are studied. Investigation was conducted on the basis of the developed software, which allows to detect indications of diseases by analyzing photographs of human organs` tissues. The Java programming language was used to implement the project. The software product consists of modules that implement: multilayer neural network, genetic algorithm and mechanism for reading and processing images from the file system. The genetic algorithm is used to calculate the initial values of synaptic weights, which are specified by the error propagation algorithm.