Temporal Logic Bounded Model-Checking for recognition of activities of daily living

T. Magherini, G. Parente, C. Nugent, Mark P. Donnelly, Enrico Vicario, F. Cruciani, C. Paggetti
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引用次数: 8

Abstract

Recognition and monitoring of activities of daily living is a key challenge in the construction of Smart Living environments aimed at supporting independence of elderly or disabled people. In this challenge, there is an opportunity for formal methods to play a crucial role in filling the gap between low-level measurements acquired by monitoring systems and high-level concepts that are required for the purposes of decision-support. In this work we propose the application of Temporal Logic and Bounded Model Checking as a way to capture patterns of sequenced activities and recognize them in a stream of observed low-level actions. This approach effectively accommodates for the problems of non-deterministic sequencing and interleaved activities. Results of the implementation and lab-experimentation of the proposed system are presented with reference to the case study within a smart kitchen equipped with stereoscopic camera devices.
时间逻辑有界模型——日常生活活动识别的检验
识别和监测日常生活活动是建设智能生活环境的关键挑战,旨在支持老年人或残疾人的独立生活。在这一挑战中,正式方法有机会发挥关键作用,填补监测系统获得的低水平测量与支持决策所需的高水平概念之间的差距。在这项工作中,我们提出应用时间逻辑和有界模型检查作为捕获序列活动模式并在观察到的低级动作流中识别它们的方法。这种方法有效地适应了不确定排序和交叉活动的问题。本文以一个配备立体摄像设备的智能厨房为例,介绍了该系统的实施结果和实验室实验结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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