移动物联网无知条件下的能量感知合作频谱传感

IF 6.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC IEEE Open Journal of the Communications Society Pub Date : 2024-08-26 DOI:10.1109/OJCOMS.2024.3449633
Karel Toledo;Jorge Torres Gómez;Falko Dressler;M. Julia Fernández-Getino García
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引用次数: 0

摘要

物联网(IoT)实现了多个设备的互联,这些设备通常共享网络资源。这些设备必须在不相互干扰的情况下确定合适的时间访问信道,这可能会导致额外的能源消耗。为了延长网络寿命,有人提出了合作策略,即在开/关状态之间修改设备操作以节约能源。然而,由于移动代理(被称为移动物联网 (IoMT))的位置可能是未知的,因此为频谱感知选择活动设备的挑战也随之增加。为了应对这种不确定性,我们建议使用有序加权平均(OWA)算子来模拟节点移动导致的位置不确定性。我们通过为节点到融合中心和主用户的距离分配代表值来估计节点位置。然后,我们确定活动节点的最佳数量,在满足检测约束条件的同时将能耗降至最低。我们采用乐观和悲观的方法,对智能农业环境中各种规模网络的不同场景进行了性能评估。在假设节点受特定移动模式支配的情况下,对决策质量进行了验证。
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Energy-Aware Cooperative Spectrum Sensing Under Ignorance on Internet of Mobile Things
The Internet of Things (IoT) enables the interconnection of multiple devices, typically sharing network resources. These devices must identify a suitable time to access the channel without interfering with each other, which can lead to additional energy consumption. To extend the network lifetime, cooperative strategies have been proposed that modify the device operations between the ON/OFF states to conserve energy. However, the challenge of selecting active devices for spectrum sensing increases with mobile agents, referred to as Internet of Mobile Things (IoMT), since their positions may be unknown. To deal with this uncertainty, we propose using the ordered weighted averaging (OWA) operator, which provides a framework for decision-making under ignorance, to model the position uncertainty resulting from node movement. We estimate node positions by assigning representative values for their distances to the fusion center and primary user. We then determine the optimal number of active nodes that minimize energy consumption while meeting detection constraints. We evaluate performance for different scenarios in networks of various sizes consistent with smart agriculture environments, employing optimistic and pessimistic approaches. The quality of decisions is validated under the assumption of nodes governed by particular mobility patterns.
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来源期刊
CiteScore
13.70
自引率
3.80%
发文量
94
审稿时长
10 weeks
期刊介绍: The IEEE Open Journal of the Communications Society (OJ-COMS) is an open access, all-electronic journal that publishes original high-quality manuscripts on advances in the state of the art of telecommunications systems and networks. The papers in IEEE OJ-COMS are included in Scopus. Submissions reporting new theoretical findings (including novel methods, concepts, and studies) and practical contributions (including experiments and development of prototypes) are welcome. Additionally, survey and tutorial articles are considered. The IEEE OJCOMS received its debut impact factor of 7.9 according to the Journal Citation Reports (JCR) 2023. The IEEE Open Journal of the Communications Society covers science, technology, applications and standards for information organization, collection and transfer using electronic, optical and wireless channels and networks. Some specific areas covered include: Systems and network architecture, control and management Protocols, software, and middleware Quality of service, reliability, and security Modulation, detection, coding, and signaling Switching and routing Mobile and portable communications Terminals and other end-user devices Networks for content distribution and distributed computing Communications-based distributed resources control.
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