The problems of scaling components in streaming data processing systems

Q4 Materials Science

Radioelektronika, Nanosistemy, Informacionnye Tehnologii Pub Date : 2023-06-29 DOI:10.17725/rensit.2023.15.179

G. Bulychev, Alexey V. Chernykh

引用次数: 0

Abstract

The article examines the existing problems of scaling components in streaming data processing systems. The algorithm proposed by the authors significantly reduces the number of operations for creating and removing components when scaling the system. The algorithm is based on linear regression. For the proposed algorithm, the practical load on the system is simulated to confirm the theoretical results obtained.

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流数据处理系统中组件的伸缩问题

本文研究了流数据处理系统中存在的可伸缩组件问题。作者提出的算法在扩展系统时显著减少了创建和删除组件的操作次数。该算法基于线性回归。针对所提出的算法，对系统实际负荷进行了仿真，验证了理论结果。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

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来源期刊

Radioelektronika, Nanosistemy, Informacionnye Tehnologii Materials Science-Materials Science (miscellaneous)

CiteScore

0.60

自引率

0.00%

发文量

期刊介绍： Journal “Radioelectronics. Nanosystems. Information Technologies” (abbr RENSIT) publishes original articles, reviews and brief reports, not previously published, on topical problems in radioelectronics (including biomedical) and fundamentals of information, nano- and biotechnologies and adjacent areas of physics and mathematics. The authors of the journal are academicians, corresponding members and foreign members of the Russian Academy of Natural Sciences (RANS) and their colleagues, as well as other russian and foreign authors on the proposal of the members of RANS, which can be obtained by the author before sending articles to the editor or after its arrival on the recommendation of a member of the editorial board or another member of the RANS, who gave the opinion on the article at the request of the editior. The editors will accept articles in both Russian and English languages. Articles are internally peer reviewed (double-blind peer review) by members of the Editorial Board. Some articles undergo external review, if necessary. Designed for researchers, graduate students, physics students of senior courses and teachers. It turns out 2 times a year (that includes 2 rooms)