面向物联网设备的丰富传感堆栈

Chenguang Shen, Haksoo Choi, Supriyo Chakraborty, M. Srivastava
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引用次数: 7

摘要

各种移动设备和智能手机上可用的广泛互联传感器和执行器,统称为物联网(IoT),已经发展成为能够收集个人感官数据并改变用户即时环境的平台。这些物联网设备上丰富注释的传感数据的连续流也使一类新的上下文感知应用程序的出现成为可能,这些应用程序使用数据来推断用户的上下文,并相应地实时定制他们的响应。然而,这种应用数量的增长并没有与物联网设备上足够的系统支持相辅相成,导致每个应用都实现和执行自己定制的传感管道。在本文中,我们概述了我们对传感堆栈的愿景,类似于网络堆栈,可以促进物联网设备上上下文感知应用程序的开发和执行。构建一个丰富的传感堆栈有几个优点。首先,它允许应用程序重用传感管道的各个阶段,从而简化其开发。其次,堆栈层允许层内和层间资源优化。最后,它允许更好地控制共享数据,而不是原始传感器数据,更高层次的语义抽象,比如推理,现在可以与应用程序共享。我们描述了我们对创建这种传感堆栈的不同构建块的初步努力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Towards a rich sensing stack for IoT devices
The broad spectrum of interconnected sensors and actuators, available on various mobile devices and smartphones and collectively defined as the Internet of Things (IoT), have evolved into platforms with ability to both collect personal sensory data and also change the users' immediate environment. The continuous streams of richly annotated sensory data on these IoT devices have also enabled the emergence of a new class of context-aware apps that use the data to infer user context and accordingly customize their responses in real-time. However, this growth in the number of apps has not been complemented with adequate system support on the IoT devices resulting in monolithic apps that each implement and execute their own customized sensing pipelines. In this paper, we outline our vision of a sensing stack, akin to a networking stack, that can facilitate the development and execution of context-aware apps on IoT devices. There are several advantages to building a rich sensing stack. First, it allows apps to reuse stages of the sensing pipeline easing their development. Second, the layers of the stack allow for both in- and cross-layer resource optimization. Finally, it allows better control over the shared data as instead of raw-sensor data, higher-level semantic abstractions, such as inferences can now be shared with apps. We describe our initial efforts towards creating the different building blocks of such a sensing stack.
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