BUILDING A SELF-LEARNING AND SELF-ADJUSTING GENERAL MANAGEMENT SYSTEM FOR DIGITAL ENTERPRISE

The article presents an intelligent quality management system based on self-learning neural networks for the design of oil product pipelines. The system combines deep learning methods with physics- informed neural network models, which makes it possible to optimize pipeline parameters in real time, predict emergency situations and adapt to changing operating conditions. The proposed approach demonstrates a 30-40% increase in the accuracy of calculations compared to traditional methods while reducing the time spent on design.

Publication Details

Journal
Quality Innovation Education
Published
2025-01-01
DOI
https://doi.org/10.31145/1999-513x-2025-2-84-88
Primary Topic
Geochemistry and Geologic Mapping
Type
article
Field-Weighted Citation Impact
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article

BUILDING A SELF-LEARNING AND SELF-ADJUSTING GENERAL MANAGEMENT SYSTEM FOR DIGITAL ENTERPRISE

Quality Innovation Education
Geochemistry and Geologic Mapping
article

BUILDING A SELF-LEARNING AND SELF-ADJUSTING GENERAL MANAGEMENT SYSTEM FOR DIGITAL ENTERPRISE

article en

Abstract

The article presents an intelligent quality management system based on self-learning neural networks for the design of oil product pipelines. The system combines deep learning methods with physics- informed neural network models, which makes it possible to optimize pipeline parameters in real time, predict emergency situations and adapt to changing operating conditions. The proposed approach demonstrates a 30-40% increase in the accuracy of calculations compared to traditional methods while reducing the time spent on design.

Quality Innovation Education(2)
Openalex Percentile: Top 70%
Geochemistry and Geologic Mapping
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BUILDING A SELF-LEARNING AND SELF-ADJUSTING GENERAL MANAGEMENT SYSTEM FOR DIGITAL ENTERPRISE · Quality Innovation Education (2025) | TGRS Research Map | TGRS