Synthesis of the Reference Model Based on the Generative Model Method

This paper describes the Generative Model method along with its advantages over traditional approaches to reference model construction. The modification of algorithm of the Generative model parameters calculation is proposed. The sample step problem is investigated. The algorithm of sample step verification is proposed and successfully applied for the signal with aliasing. Application of the Generative Model design for a complicated signal for which polynomial approximation or Fourier series is either difficult or not optimal is presented.

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Published
2025-04-08
DOI
https://doi.org/10.1109/reepe63962.2025.10970911
Primary Topic
Complex Systems and Decision Making
Type
article
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article

Synthesis of the Reference Model Based on the Generative Model Method

A. V. Finoshin, Nikita Martynov
Complex Systems and Decision Making
article

Synthesis of the Reference Model Based on the Generative Model Method

A. V. Finoshin, Nikita Martynov
article en

Abstract

This paper describes the Generative Model method along with its advantages over traditional approaches to reference model construction. The modification of algorithm of the Generative model parameters calculation is proposed. The sample step problem is investigated. The algorithm of sample step verification is proposed and successfully applied for the signal with aliasing. Application of the Generative Model design for a complicated signal for which polynomial approximation or Fourier series is either difficult or not optimal is presented.

Bauman Moscow State Technical University (RU)
Openalex Percentile: Top 88%
Complex Systems and Decision Making
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Synthesis of the Reference Model Based on the Generative Model Method — A. V. Finoshin, Nikita Martynov · (2025) | TGRS Research Map | TGRS