REACT:适应通信系统的基于模型的运行时环境

Martin Pfannemüller, Martin Breitbach, Christian Krupitzer, Markus Weckesser, C. Becker, B. Schmerl, Andy Schürr
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引用次数: 4

摘要

物联网或边缘计算等趋势导致越来越多的联网设备。因此,在运行时管理通信系统变得越来越重要。添加自适应功能是减少管理工作和应对不断变化的执行上下文的一种方法。用于构建自适应软件的现有框架通常可以帮助减少开发工作量。然而,它们既不适合在通信系统中使用,也不容易在没有深刻的自适应系统开发知识的情况下使用。在本文中,我们提出了REACT,一个可重用的,基于模型的运行时环境,以自适应行为补充通信系统。它解决了网络的异构性和分布方面,并减少了开发工作。REACT允许通信系统的开发人员在没有自适应系统开发经验的情况下添加自适应行为。我们在基于通信系统领域的两个不同用例(云资源管理和软件定义网络)的实验评估中展示了原型的有效性和效率。第一个用例包括与Rainbow的比较,它代表了用于构建自适应系统的最先进的基于模型的框架。第二个用例在复杂的、真实的通信系统场景中应用REACT。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
REACT: A Model-Based Runtime Environment for Adapting Communication Systems
Trends such as the Internet of Things or edge computing lead to a growing number of networked devices. Hence, it is becoming increasingly important to manage communication systems at runtime. Adding self-adaptive capabilities is one approach to reduce administrative effort and cope with changing execution contexts. Existing frameworks for building self-adaptive software can help to reduce development effort in general. Yet, they are neither tailored towards the use in communication systems nor easily usable without profound knowledge in self-adaptive systems development. In this paper, we propose REACT, a reusable, model-based runtime environment to complement communication systems with adaptive behavior. It addresses the heterogeneity and distribution aspects of networks and reduces development effort. REACT empowers developers of communication systems to add adaptive behavior without having experience in self-adaptive systems development. We show the effectiveness and efficiency of our prototype in an experimental evaluation based on two distinct use cases from the communication systems domain: cloud resource management and software-defined networking. The first use case includes a comparison with Rainbow, which represents a state-of-the-art model-based framework for building self-adaptive systems. The second use case applies REACT in a sophisticated, real-world communication system scenario.
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