网络物理和网络传感器系统:挑战和机遇

S. Das
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引用次数: 1

摘要

嵌入式系统、传感器和无线通信技术的快速发展推动了网络物理系统、普适计算和智能环境的发展,这些技术在智能电网、可持续性、医疗保健和安全等领域具有重要应用。无线传感器网络可以通过传感、通信、计算和控制或驱动,有效地充当人与数字世界的物理接口,在构建这样的系统中发挥着重要作用。然而,无线传感器网络固有的资源约束、高度不确定性、异构性和分布式控制等特点给无线传感器网络的实现带来了巨大的挑战。本教程将提供以下内容的导览:(i)网络物理系统和传感器网络的特点和应用,(ii)相关的技术挑战和机遇,以及(iii)从传感器流收集数据的新算法框架和解决方案,传感器数据融合,多模态上下文识别和态势感知决策。在无线传感器网络中,共同的目标是最小化能源消耗(即最大化使用寿命)并提高信息准确性(即上下文质量)。本导论将以尚未解决的问题和未来的研究方向作结。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Cyber-physical and networked sensor systems: challenges and opportunities
Rapid advancements in embedded systems, sensors and wireless communication technologies have led to the development of cyber-physical systems, pervasive computing and smart environments with important applications such as smart grids, sustainability, health care and security. Wireless sensor networks play significant role in building such systems as they can effectively act as the human-physical interface with the digital world through sensing, communication, computing and control or actuation. However, the inherent characteristics of wireless sensor networks, typified by resource constraints, high degree of uncertainty, heterogeneity and distributed control pose significant challenges. This tutorial will provide a guided tour of (i) the characteristics and applications of cyber-physical systems and sensor networks, (ii) associated technical challenges and opportunities, and (iii) novel algorithmic frameworks and solutions for data collection from sensor streams, sensor data fusion, multi-modal context recognition, and situation-aware decision making. The common goal is to minimize energy consumption (i.e., maximize life time) and increase information accuracy (i.e., context quality) in wireless sensor networks. The tutorial will be concluded with open issues and future directions of research.
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