An approach to bridge the gap between ubiquitous embedded devices and JFML: A new module for Internet of Things

Francisco J. Rodríguez-Lozano, J. C. Gámez-Granados, O. Baños, J. Alcalá-Fdez, J. M. Soto-Hidalgo
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引用次数: 3

Abstract

Internet of Things enables sensors and actuators to share heterogeneous data between different devices. Such data can be used to create intelligent systems to control diverse structures available in houses, cities, or industrial environments among others. In this context, one of the most used approaches to handle these intelligent systems is based on Fuzzy Rule-Based Systems (FRBS) due to their suitability for addressing complex data and managing their imprecision. However, most of the current developments in this area are usually ad-hoc solutions limited by the intercommunication between FRBS and IoT devices. This results into significant challenges in reusing these solutions to solve latent problems. To bridge this gap, a new module for the open source library JFML is proposed to offer a complete implementation of an IoT infrastructure to develop intelligent IoT solutions based on the IEEE std 1855–2016. Moreover, a case study with real IoT devices is presented to showcase the use of the proposed module.
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一种弥合无处不在的嵌入式设备和JFML之间差距的方法:一种新的物联网模块
物联网使传感器和执行器能够在不同设备之间共享异构数据。这些数据可用于创建智能系统,以控制房屋、城市或工业环境中可用的各种结构。在这种情况下,处理这些智能系统最常用的方法之一是基于模糊规则的系统(FRBS),因为它们适合处理复杂数据和管理它们的不精确性。然而,目前该领域的大多数发展通常是受FRBS和物联网设备之间相互通信限制的自组织解决方案。这导致在重用这些解决方案以解决潜在问题时面临重大挑战。为了弥补这一差距,开源库JFML提出了一个新的模块,提供物联网基础设施的完整实现,以开发基于IEEE标准1855-2016的智能物联网解决方案。此外,还介绍了一个真实物联网设备的案例研究,以展示所提出模块的使用。
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