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Self-Adaptive Framework Based on MAPE Loop for Internet of Things

机译:基于MAPE循环的物联网自适应框架

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摘要

The Internet of Things (IoT) connects a wide range of objects and the types of environments in which IoT can be deployed dynamically change. Therefore, these environments can be modified dynamically at runtime considering the emergence of other requirements. Self-adaptive software alters its behavior to satisfy the requirements in a dynamic environment. In this context, the concept of self-adaptive software is suitable for some dynamic IoT environments (e.g., smart greenhouses, smart homes, and reality applications). In this study, we propose a self-adaptive framework for decision-making in an IoT environment at runtime. The framework comprises a finite-state machine model design and a game theoretic decision-making method for extracting efficient strategies. The framework was implemented as a prototype and experiments were conducted to evaluate its runtime performance. The results demonstrate that the proposed framework can be applied to IoT environments at runtime. In addition, a smart greenhouse-based use case is included to illustrate the usability of the proposed framework.
机译:物联网(IoT)连接了各种各样的对象,可以动态更改IoT的环境类型也发生了变化。因此,考虑到其他需求的出现,可以在运行时动态修改这些环境。自适应软件会更改其行为,以满足动态环境中的需求。在这种情况下,自适应软件的概念适用于某些动态IoT环境(例如,智能温室,智能家居和现实应用)。在这项研究中,我们提出了一种用于运行时物联网环境中决策的自适应框架。该框架包括有限状态机模型设计和用于提取有效策略的博弈论决策方法。该框架被实现为原型,并进行了实验以评估其运行时性能。结果表明,提出的框架可以在运行时应用于物联网环境。此外,还包括一个基于智能温室的用例,以说明所提出框架的可用性。

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