Distributed inferencing with ambient and wearable sensors

Distributed inferencing with ambient and wearable sensors
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使用环境和可穿戴传感器进行分布式推理

DOI:
10.1002/wcm.893
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发表时间:
2011
影响因子:
--
通讯作者:
Atallah L
Atallah L
中科院分区:
计算机科学4区
文献类型:
--
作者:
Atallah L

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无线传感器网络能够实现连续可靠的数据采集,以便在各种应用领域进行实时监控。由于收集的大量数据和紧急模式的潜在复杂性,与集中式推理相比,可伸缩和分布式推理更可取,因为这允许在不特定依赖特定网络组件的情况下稳健地做出网络范围的决策。在这篇文章中,我们提供了可穿戴和环境感知的分布式推理的概述,重点是图形模型-说明了它们映射到物理网络拓扑的能力。提供了作者在使用环境传感器和可穿戴传感器方面进行的研究的例子,展示了在家庭保健环境中进行分布式实时活动监控的可能性。版权所有©2010 John Wiley&Sons,Ltd.
Wireless sensor networks enable continuous and reliable data acquisition for real‐time monitoring in a variety of application areas. Due to the large amount of data collected and the potential complexity of emergent patterns, scalable and distributed reasoning is preferable when compared to centralised inference as this allows network wide decisions to be reached robustly without specific reliance on particular network components. In this paper, we provide an overview of distributed inference for both wearable and ambient sensing with specific focus on graphical models—illustrating their ability to be mapped to the topology of a physical network. Examples of research conducted by the authors in the use of ambient and wearable sensors are provided, demonstrating the possibility for distributed, real‐time activity monitoring within a home healthcare environment. Copyright © 2010 John Wiley & Sons, Ltd.
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