Studying the Efficiency of the Apache Kafka System Using the Reduction Method, and Its Effectiveness in Terms of Reliability Metrics Subject to a Copula Approach

Author:

Elshoubary Elsayed E.1,Radwan Taha23ORCID

Affiliation:

1. Basic Science Department, El-Ahram Institute for Engineering and Technology, Cairo 12573, Egypt

2. Department of Management Information Systems, College of Business and Economics, Qassim University, Buraydah 52571, Saudi Arabia

3. Department of Mathematics and Statistics, Faculty of Management Technology and Information Systems, Port Said University, Port Said 42521, Egypt

Abstract

This research envisages a system composed of three subsystems connected in series. Each subsystem comprises three units connected in parallel. For the system to function, at least one unit per subsystem must remain operational. Unit failure is governed by an exponential distribution, while unit repair is governed by either a general distribution or a Gumbel–Hougaard family copula distribution. The primary goal of this research is to compare the overall performance of our system under these two different regimes for performing repairs. Laplace transforms and supplementary variable methods are employed in solving the system. Our metrics for evaluating system performance are the availability, reliability, mean time to failure, and cost. The second goal of this research is to showcase a strategy for reduction that enhances the overall efficiency and availability of our system.

Funder

Deanship of Graduate Studies and Scientific Research at Qassim University

Publisher

MDPI AG

Reference22 articles.

1. Han, W. (2019, January 27–30). Reliability evaluation of the Apache Kafka streaming system. Proceedings of the 2019 IEEE International Symposium on Software Reliability Engineering Workshops (ISSREW), Berlin, Germany.

2. Han, W., Zhihao, S., Peng, G., and Wolter, K. (2020, January 12–15). A Reactive batching strategy of Apache Kafka for reliable stream processing in real-time. Proceedings of the 2020 IEEE 31st International Symposium on Software Reliability Engineering (ISSRE), Coimbra, Portugal.

3. Performance analysis of multi computer system consisting of three subsystems in series configuration using copula repair policy;Yusuf;SN Comput. Sci.,2020

4. A comparative analysis of three unit redundant systems with three types of failures;Yusuf;Arab. J. Sci. Eng.,2014

5. Performability analysis of a system under 1-out-of-2: G scheme with perfect reworking;Ram;J. Braz. Soc. Mech. Sci. Eng.,2015

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3