DEVELOPMENT OF NEURAL NETWORK STRUCTURES OF THE FREQUENCY-CODE CONVERTER OF TWO VARIABLES AND THEIR TRAINING BASED ON THE DELTA-RULE ALGORITHM

The paper presents neural network structures of the frequency-code converter for reproducing the functional dependencies of two variables. These structures are designed for delta-rule learning. Three neural network architectures are considered, differing in the organization of layers, methods of weighing input data and a combination of signals. Issues related to training of neural network structures of converters based on modification of delta-rule algorithm are considered.

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Publication Details

Published
2025-06-15
DOI
https://doi.org/10.21667/978-5-7722-0427-6-276-280
Primary Topic
Electric Power Systems and Control
Type
article
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article

DEVELOPMENT OF NEURAL NETWORK STRUCTURES OF THE FREQUENCY-CODE CONVERTER OF TWO VARIABLES AND THEIR TRAINING BASED ON THE DELTA-RULE ALGORITHM

Dmitriy Demin, S.V. Chelebaev
Electric Power Systems and Control
article

DEVELOPMENT OF NEURAL NETWORK STRUCTURES OF THE FREQUENCY-CODE CONVERTER OF TWO VARIABLES AND THEIR TRAINING BASED ON THE DELTA-RULE ALGORITHM

Dmitriy Demin, S.V. Chelebaev
article en

Abstract

The paper presents neural network structures of the frequency-code converter for reproducing the functional dependencies of two variables. These structures are designed for delta-rule learning. Three neural network architectures are considered, differing in the organization of layers, methods of weighing input data and a combination of signals. Issues related to training of neural network structures of converters based on modification of delta-rule algorithm are considered.

Openalex Percentile: Top 78%
Electric Power Systems and Control
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DEVELOPMENT OF NEURAL NETWORK STRUCTURES OF THE FREQUENCY-CODE CONVERTER OF TWO VARIABLES AND THEIR TRAINING BASED ON THE DELTA-RULE ALGORITHM — Dmitriy Demin, S.V. Chelebaev · (2025) | TGRS Research Map | TGRS