Multi-master Replication of Enhanced Learning Assistant System in IoT Cluster

B. P. Gautam, K. Wasaki, Amit Batajoo, S. Shrestha, Kazuhiko Sato
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引用次数: 7

Abstract

In this paper, we discuss the multi-master replication of a Learning Assistance System (LAS). An LAS is an enhanced Learning Management System (LMS) developed in the lab of Wakkanai Hokusei Gakuen University. We consider an LAS cluster where availability of the service is inevitable. Data replication can be used to improve availability. However, the replication process can present several problems, such as consistency, availability, and partition tolerance. There are several ways to address these issues. For example, by developing a consistency-aware protocol, we can increase the data consistency of the application. However, we took a lazy approach to address this issue, in which we utilized a Galera cluster with an isolated sequential replication process. Our experiments show reliable results. The approach taken in our experiment is a combination of active and passive replication, to propagate changes in the background, log every transaction, calculate differentiation of content, and provide a comprehensive solution for replication with an eventually consistent approach. Furthermore, our experiments demonstrate that a multi-master replication system is effective for LAS in an Internet of Things (IoT) cluster. In this paper, we discuss the relevant results that we obtained from the evaluation.
IoT集群中增强型学习辅助系统的多主复制
本文讨论了学习辅助系统(LAS)的多主复制问题。LAS是北北学园大学Wakkanai实验室开发的增强型学习管理系统(LMS)。我们考虑一个LAS集群,其中服务的可用性是不可避免的。数据复制可用于提高可用性。但是,复制过程可能会出现一些问题,例如一致性、可用性和分区容忍度。有几种方法可以解决这些问题。例如,通过开发一致性感知协议,我们可以提高应用程序的数据一致性。然而,我们采用了一种懒惰的方法来解决这个问题,在这种方法中,我们使用了一个具有独立顺序复制进程的Galera集群。我们的实验显示出可靠的结果。在我们的实验中采用的方法是主动和被动复制的结合,在后台传播更改,记录每个事务,计算内容的差异,并以最终一致的方法为复制提供全面的解决方案。此外,我们的实验表明,在物联网(IoT)集群中,多主复制系统对LAS是有效的。在本文中,我们讨论了从评估中得到的相关结果。
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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