КӘСІПОРЫН СЕРВЕРЛЕРІ ҮШІН КЕРІ ҚАЙТАРУ-ҚАЛПЫНА КЕЛТІРУ АҚАУЛЫҚҚА ТӨЗІМДІЛІК АЛГОРИТМІ ҮШІН БАҚЫЛАУ НҮКТЕСІ АРАЛЫҒЫН ЕСЕПТЕУГЕ АРНАЛҒАН ЭВРИСТИКАЛЫҚ ШЕШІМ

Автор(и)

DOI:

https://doi.org/10.26577/jpcsit20253103

Ключові слова:

checkpointing, fault-tolerance, enterprise, heuristic solution, application, rollback-recovery

Анотація

Recently, reliable information processing has become a relevant topic with the increase of digitalization. It is especially essential for enterprises that process huge amounts of data every day. These processes require stability and reliability as their interruption might lead to various security issues.  In order to tackle this, there are fault-tolerance algorithms that are specifically designed to prevent or recover faults. This paper focuses on developing a heuristic solution to find optimal checkpointing interval for rollback-recovery fault-tolerance algorithm. Authors propose a heuristic solution that utilizes CPU capabilities to determine how often checkpointing should be taken for reliable information processing. Research provides statistics and predictions of major research organizations highlighting the relevance of the topic. Paper also reviews related work devoted to this area of research, providing comparisons and overall analysis. The results of the work show that the proposed calculation method introduces minimal performance overhead, averaging 0.04 seconds to the average service time, while maintaining fault tolerance of the process. Authors indicate that this solution is suitable for proof-of-concept systems to efficiently determine optimal interval for checkpointing.

 

 

Завантажити

Дані для завантаження поки недоступні.

Біографії авторів

  • автор Mukhit Zhanuzakov, афіліація Al-Farabi Kazakh National University, Almaty, Kazakhstan

    Mukhit Zhanuzakov (corresponding author) – PhD student at the Al-Farabi Kazakh National University, Faculty of Information Technology (Almaty, Kazakhstan, e-mail: zhanmuha01@gmail.com).

  • автор Гульнар Балакаева, афіліація Әл-Фараби атындағы Қазақ ұлттық университеті

    Gulnar Balakayeva – Professor, Doctor of Physical and Mathematical Sciences at the Al-Farabi Kazakh National University, Faculty of Information Technology (Almaty, Kazakhstan, e-mail: gulnardtsa@gmail.com).

  • автор Пол Ежилчельван, афіліація Ньюкасл Университеті

    Paul Ezhilchelvan - PhD at the Newcastle University, School of Computing (Newcastle upon Tyne, United Kingdom, e-mail: paul.ezhilchelvan@newcastle.ac.uk).

Завантаження

Опубліковано

2025-04-03

Як цитувати

КӘСІПОРЫН СЕРВЕРЛЕРІ ҮШІН КЕРІ ҚАЙТАРУ-ҚАЛПЫНА КЕЛТІРУ АҚАУЛЫҚҚА ТӨЗІМДІЛІК АЛГОРИТМІ ҮШІН БАҚЫЛАУ НҮКТЕСІ АРАЛЫҒЫН ЕСЕПТЕУГЕ АРНАЛҒАН ЭВРИСТИКАЛЫҚ ШЕШІМ. (2025). Journal of Problems in Computer Science and Information Technologies, 3(1), 25-33. https://doi.org/10.26577/jpcsit20253103