首页> 外文期刊>Internet of Things Journal, IEEE >Cognitive Internet of Things: A New Paradigm Beyond Connection
【24h】

Cognitive Internet of Things: A New Paradigm Beyond Connection

机译:认知物联网:连接之外的新范式

获取原文
获取原文并翻译 | 示例
           

摘要

Current research on Internet of Things (IoT) mainly focuses on how to enable general objects to see, hear, and smell the physical world for themselves, and make them connected to share the observations. In this paper, we argue that only connected is not enough, beyond that, general objects should have the capability to learn, think, and understand both physical and social worlds by themselves. This practical need impels us to develop a new paradigm, named cognitive Internet of Things (CIoT), to empower the current IoT with a “brain” for high-level intelligence. Specifically, we first present a comprehensive definition for CIoT, primarily inspired by the effectiveness of human cognition. Then, we propose an operational framework of CIoT, which mainly characterizes the interactions among five fundamental cognitive tasks: perception-action cycle, massive data analytics, semantic derivation and knowledge discovery, intelligent decision-making, and on-demand service provisioning. Furthermore, we provide a systematic tutorial on key enabling techniques involved in the cognitive tasks. In addition, we also discuss the design of proper performance metrics on evaluating the enabling techniques. Last but not the least, we present the research challenges and open issues ahead. Building on the present work and potentially fruitful future studies, CIoT has the capability to bridge the physical world (with objects, resources, etc.) and the social world (with human demand, social behavior, etc.), and enhance smart resource allocation, automatic network operation, and intelligent service provisioning.
机译:当前对物联网(IoT)的研究主要集中在如何使通用对象能够自己看到,听到和嗅觉物理世界,并使它们相互连接以共享观察结果。在本文中,我们认为仅连接是不够的,除此之外,普通对象应该具有自己学习,思考和理解物理世界和社会世界的能力。这种实际需要促使我们开发一种名为认知物联网(CIoT)的新范例,以为当前的物联网提供高级智能的“大脑”。具体来说,我们首先介绍CIoT的全面定义,主要是受人类认知有效性的启发。然后,我们提出了一个CIoT的运营框架,该框架主要描述了五个基本认知任务之间的交互:感知-行动周期,海量数据分析,语义推导和知识发现,智能决策以及按需服务提供。此外,我们提供了有关认知任务中涉及的关键使能技术的系统教程。此外,我们还讨论了在评估支持技术时适当的性能指标的设计。最后但并非最不重要的一点是,我们提出了研究挑战和未解决的问题。在当前工作和可能富有成果的未来研究的基础上,CIoT具有桥接物理世界(具有对象,资源等)和社会世界(具有人类需求,社会行为等)的能力,并增强智能资源分配,自动网络运行和智能服务供应。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号