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Adaptive Channel-Based Routing in Content-Based Pub/Sub Systems

机译:基于内容的发布/订阅系统中的基于自适应通道的路由

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摘要

Content-based Pub/Sub systems enable various applications especially in the field of Internet of Things (IoT) to capture the events interested by the users. However, the event/subscription routing approaches in the Pub/Sub systems must adapt to the diversity and skew ness of the events/subscriptions. Only on this basis, performance improvement and quality of service required by the users can be considered. In the face of changing event/subscription loads, this paper presents an adaptive approach to channel management in the channel-based routing. Our approach exploits the historical information of the subscriptions and events as well as the covering relationship between subscriptions to accomplish channel splitting and joining. Due to properly utilizing the differencing method of set partitioning, our approach can guarantee that the difference between loads of two resultant brokers is as small as possible at the granularity of a subscription tree after a channel splitting operation on an overloaded broker. Moreover, it can work with any content-based subscription language without any limitation imposed on the specifications of subscriptions. The experimental results show that our approach is adaptable and elastic in terms of standard deviation of loads of brokers and also has acceptable offloading time.
机译:基于内容的发布/订阅系统使各种应用程序尤其是在物联网(IoT)领域中的应用程序能够捕获用户感兴趣的事件。但是,发布/订阅系统中的事件/订阅路由方法必须适应事件/订阅的多样性和偏斜度。仅在此基础上,才可以考虑用户要求的性能改进和服务质量。面对不断变化的事件/订阅负载,本文提出了一种基于通道的路由中自适应的通道管理方法。我们的方法利用订阅和事件的历史信息以及订阅之间的覆盖关系来完成频道拆分和加入。由于适当地利用了集划分的区分方法,因此我们的方法可以确保在过载的代理上执行通道拆分操作后,在订阅树的粒度下,两个结果代理的负载之间的差异尽可能小。此外,它可以与任何基于内容的订阅语言一起使用,而对订阅的规范没有任何限制。实验结果表明,我们的方法在经纪人载荷的标准偏差方面具有适应性和弹性,并且具有可接受的卸载时间。

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