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A framework for enhancing the performance of Internet of Things applications based on RFID and WSNs

机译:基于RFID和WSN增强物联网应用程序性能的框架

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摘要

Internet of Things (IoT) has emerged as a new paradigm that allows different objects interconnection to create new smart services and applications. In this sense, key features such as traceability, unique identification, energy efficiency, heterogeneity of devices, scalability and ubiquity, are necessary at the network structure for efficient performance of IoT applications. As a single technology, it is not capable to provide all these features, then, the integration of Wireless Sensor Networks (WSNs) and Radio Frequency Identification (RFID) arises as an important approach for these solutions. In this paper, a framework aiming to provide the network features required for IoT applications is proposed, considering the challenges that comes from the integration of these two technologies. In this framework, two components are considered, the Fuzzy Q-Algorithm and the Fuzzy System Based Route Classifier. The former comprises a fuzzy system to enhance an anti-collision protocol for RFID, and the latter is a fuzzy system that classifies routes and assists routing protocols in applications that use WSNs and RFID. Experiments show that framework provides the following benefits: improves the performance of RFID tags identification, lowers packet loss rates, decreases the nodes energy consumption, and shows improvements in network load balancing. Moreover, these benefits provide greater energy efficiency and quality of service for IoT applications.
机译:物联网(IoT)已经成为一种新的范式,它允许不同的对象互连来创建新的智能服务和应用程序。从这个意义上讲,在网络结构上,关键特性(例如可追溯性,唯一标识,能效,设备的异构性,可扩展性和普遍性)对于实现物联网应用的高效性能是必不可少的。作为一项单独的技术,它无法提供所有这些功能,因此,无线传感器网络(WSN)和射频识别(RFID)的集成成为这些解决方案的重要方法。在本文中,考虑到这两种技术的集成带来的挑战,提出了旨在提供物联网应用所需的网络功能的框架。在此框架中,考虑了两个部分,即模糊Q算法和基于模糊系统的路由分类器。前者包括一个用于增强RFID防冲突协议的模糊系统,而后者是一个用于对路由进行分类并在使用WSN和RFID的应用程序中协助路由协议的模糊系统。实验表明,该框架具有以下优点:提高了RFID标签识别的性能,降低了丢包率,降低了节点能耗,并显示了网络负载平衡方面的改进。此外,这些好处为物联网应用提供了更高的能源效率和服务质量。

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