A Holonic Federated Sensor Management Framework for pervasive surveillance systems

A. Hilal, A. Khamis, O. Basir
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引用次数: 4

Abstract

The increased popularity of the proactive security paradigm aggravated the need for pervasive surveillance systems. These systems are built using smart sensor networks which cover large areas of civilian concentration. Such networks need intelligent management systems to control the large number of sensor nodes and the large amount of data. Sensor Management Frameworks (SMF) aim to coordinate the sensor nodes in a manner that improves the process of system control and situation awareness. Large number of non-functional merits, i.e., autonomy, scalability, inter-operability, and others, can characterize SMFs. This paper proposes a taxonomy for these non-functional merits based on the design concepts. Furthermore, this paper discusses the important functional properties of such systems, and categorizes these functional properties according to their processing level. In addition, a scalable and adaptable control architecture that is applicable in a variety of sensor management applications with a focus on tactical surveillance is introduced. The proposed Holonic-Federated Sensor Management Framework (HF-SMF) mixes the advantages of the holonic and federated paradigms. Experimental results illustrate the performance of the proposed architecture and show that the proposed paradigm is highly scalable compared to the centralized one.
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一种用于普适监视系统的全息联合传感器管理框架
主动安全模式的日益普及加剧了对无孔不入的监视系统的需求。这些系统是用智能传感器网络建立的,覆盖了大面积的平民聚集区。这样的网络需要智能管理系统来控制大量的传感器节点和大量的数据。传感器管理框架(SMF)旨在以一种改进系统控制过程和态势感知的方式协调传感器节点。大量的非功能优点,如自主性、可伸缩性、互操作性等,都是smf的特征。本文基于设计理念对这些非功能性优点进行了分类。此外,本文还讨论了这类系统的重要功能特性,并对这些功能特性按其处理水平进行了分类。此外,介绍了一种可扩展和自适应的控制体系结构,适用于各种传感器管理应用,重点是战术监视。提出的全息联邦传感器管理框架(HF-SMF)混合了全息范式和联邦范式的优点。实验结果证明了所提出的架构的性能,并表明所提出的范式与集中式范式相比具有很高的可扩展性。
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