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使用可穿戴加速度计进行活动识别的传感器定位。

Sensor positioning for activity recognition using wearable accelerometers.

出版信息

IEEE Trans Biomed Circuits Syst. 2011 Aug;5(4):320-9. doi: 10.1109/TBCAS.2011.2160540.

Abstract

Activities of daily living are important for assessing changes in physical and behavioral profiles of the general population over time, particularly for the elderly and patients with chronic diseases. Although accelerometers have been used widely in wearable devices for activity classification, the positioning of the sensors and the selection of relevant features for different activity groups still pose significant research challenges. This paper investigates wearable sensor placement at different body positions and aims to provide a systematic framework that can answer the following questions: 1) What is the ideal sensor location for a given group of activities? and 2) Of the different time-frequency features that can be extracted from wearable accelerometers, which ones are the most relevant for discriminating different activity types?

摘要

日常生活活动对于评估人口的身体和行为特征随时间的变化非常重要,特别是对于老年人和慢性病患者。虽然加速度计已广泛应用于可穿戴设备中的活动分类,但传感器的位置和为不同活动组选择相关特征仍然是具有挑战性的研究问题。本文研究了不同身体位置的可穿戴传感器的放置位置,并旨在提供一个系统框架,可以回答以下问题:1)对于给定的活动组,理想的传感器位置在哪里?2)可从可穿戴加速度计中提取的不同时频特征中,哪些与区分不同活动类型最相关?

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