A Genetic Approach to Ensuring the Reliability and Operational Efficiency of Distributed Data Storage in the Digital Industry

In the digital industry, the most promising and effective way to organize a distributed data storage is to use the distributed file system HDFS. The paper proposes an approach to ensuring the reliability and efficiency of distributed storage, which is based on optimizing the file distribution plan in the data storage, taking into account the criteria of reliability and operational efficiency. The proposed approach allows to reduce the response time of the storage system to requests. This is achieved in such a way that the indicator of operational efficiency tends to the maximum, and the reliability indicator is subject to restrictions corresponding to the requirements. The proposed approach consists of four stages: preparation of initial data, formation of preferred file distribution plans at the stages of design and reconfiguration of the storage, search for the optimal file distribution plan, distribution (redistribution) of files among storage nodes in accordance with the optimal distribution plan. Experimental evaluation of the proposed approach confirmed its high efficiency.

Authors

Institutions

Publication Details

Published
2025-03-24
DOI
https://doi.org/10.1109/smartindustrycon65166.2025.10986222
Primary Topic
Advanced Data Processing Techniques
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

A Genetic Approach to Ensuring the Reliability and Operational Efficiency of Distributed Data Storage in the Digital Industry

Dmitry Ivantsov, Igor Saenko
1 links
Advanced Data Processing Techniques
article

A Genetic Approach to Ensuring the Reliability and Operational Efficiency of Distributed Data Storage in the Digital Industry

Dmitry Ivantsov, Igor Saenko
article en

Abstract

In the digital industry, the most promising and effective way to organize a distributed data storage is to use the distributed file system HDFS. The paper proposes an approach to ensuring the reliability and efficiency of distributed storage, which is based on optimizing the file distribution plan in the data storage, taking into account the criteria of reliability and operational efficiency. The proposed approach allows to reduce the response time of the storage system to requests. This is achieved in such a way that the indicator of operational efficiency tends to the maximum, and the reliability indicator is subject to restrictions corresponding to the requirements. The proposed approach consists of four stages: preparation of initial data, formation of preferred file distribution plans at the stages of design and reconfiguration of the storage, search for the optimal file distribution plan, distribution (redistribution) of files among storage nodes in accordance with the optimal distribution plan. Experimental evaluation of the proposed approach confirmed its high efficiency.

Russian Academy of Sciences (RU)
Russian Science Foundation
Industry, innovation and infrastructure
Openalex Percentile: Top 90%
Advanced Data Processing Techniques
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

A Genetic Approach to Ensuring the Reliability and Operational Efficiency of Distributed Data Storage in the Digital Industry — Dmitry Ivantsov, Igor Saenko · (2025) | TGRS Research Map | TGRS