Load Balancing Content-Based Publish/Subscribe Systems

IF 2 4区 计算机科学 Q2 COMPUTER SCIENCE, THEORY & METHODS
A. Cheung, H. Jacobsen
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引用次数: 54

Abstract

Distributed content-based publish/subscribe systems suffer from performance degradation and poor scalability caused by uneven load distributions typical in real-world applications. The reason for this shortcoming is the lack of a load balancing scheme. This article proposes a load balancing solution specifically tailored to the needs of content-based publish/subscribe systems that is distributed, dynamic, adaptive, transparent, and accommodates heterogeneity. The solution consists of three key contributions: a load balancing framework, a novel load estimation algorithm, and three offload strategies. A working prototype of our solution is built on an open-sourced content-based publish/subscribe system and evaluated on PlanetLab, a cluster testbed, and in simulations. Real-life experiment results show that the proposed load balancing solution is efficient with less than 0.2% overhead; effective in distributing and balancing load originating from a single server to all available servers in the network; and capable of preventing overloads to preserve system stability, availability, and quality of service.
负载平衡基于内容的发布/订阅系统
基于内容的分布式发布/订阅系统存在性能下降和可伸缩性差的问题,这是现实应用程序中常见的负载分布不均匀造成的。造成这个缺点的原因是缺乏负载平衡方案。本文提出了一种负载平衡解决方案,专门针对基于内容的发布/订阅系统的需求进行定制,该系统是分布式的、动态的、自适应的、透明的,并且支持异构性。该解决方案由三个关键部分组成:一个负载平衡框架、一种新的负载估计算法和三种卸载策略。我们的解决方案的工作原型建立在一个开源的基于内容的发布/订阅系统上,并在PlanetLab(一个集群测试平台)和模拟中进行了评估。实际实验结果表明,本文提出的负载均衡方案具有较好的效率,开销小于0.2%;有效地分配和平衡来自单个服务器的负载到网络中所有可用的服务器;并且能够防止过载,以保持系统稳定性、可用性和服务质量。
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
ACM Transactions on Computer Systems
ACM Transactions on Computer Systems 工程技术-计算机:理论方法
CiteScore
4.00
自引率
0.00%
发文量
7
审稿时长
1 months
期刊介绍: ACM Transactions on Computer Systems (TOCS) presents research and development results on the design, implementation, analysis, evaluation, and use of computer systems and systems software. The term "computer systems" is interpreted broadly and includes operating systems, systems architecture and hardware, distributed systems, optimizing compilers, and the interaction between systems and computer networks. Articles appearing in TOCS will tend either to present new techniques and concepts, or to report on experiences and experiments with actual systems. Insights useful to system designers, builders, and users will be emphasized. TOCS publishes research and technical papers, both short and long. It includes technical correspondence to permit commentary on technical topics and on previously published papers.
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