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带有详细位置注释的住宅可穿戴 RSSI 和加速度计测量。

Residential wearable RSSI and accelerometer measurements with detailed location annotations.

机构信息

SPHERE, Electronic Engineering Digital Health, University of Bristol, Office 1.31, Merchants Venturer Building, Bristol BS81UB, UK.

出版信息

Sci Data. 2018 Aug 21;5:180168. doi: 10.1038/sdata.2018.168.

Abstract

This repository offers smart-home wearable accelerometer and Radio Signal Strength Indicator (RSSI) data acquired : 1) with low-cost hardware; 2) with high-resolution location annotations; 3) from four UK homes. The data are intended to evaluate RSSI-based indoor localisation methods with activity measurements provided from a user-worn wearable device. A wrist worn accelerometer records activity signatures which are relayed to a number of receiving Access Points (AP) placed throughout the building. Upon reception of a packet, each AP measures the RSSI of the received radio signal and timestamps the accelerometer measurements. Location labels are recorded automatically using a small camera which registers fiducial floor tags as the participant carries out their normal routines in a natural way. Approximately 14 h of annotated wearable measurements are provided. A scripted fingerprint measurement is provided along with several unscripted natural living recordings, where the participant carried out a number of daily household activities which are annotated, where possible, throughout. Codes are provided to access the data and to replicate the ground-truthing procedure.

摘要

本存储库提供智能家居可穿戴式加速度计和无线电信号强度指示 (RSSI) 数据:1)使用低成本硬件;2)具有高分辨率的位置注释;3)来自四个英国家庭。这些数据旨在评估基于 RSSI 的室内定位方法,并提供用户佩戴的可穿戴设备的活动测量结果。腕戴加速度计记录活动特征,这些特征被转发到建筑物内放置的多个接收接入点 (AP)。每个 AP 在接收到数据包时,都会测量接收到的无线电信号的 RSSI,并为加速度计测量结果加上时间戳。位置标签是使用小型摄像机自动记录的,当参与者以自然的方式进行正常日常活动时,摄像机会记录基准地板标签。大约提供了 14 小时带注释的可穿戴测量数据。提供了脚本化的指纹测量以及一些非脚本化的自然生活记录,其中参与者进行了多项日常家务活动,尽可能在整个活动中进行注释。提供了代码来访问数据并复制真实情况的处理过程。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3a68/6103259/8fc941f2b4c3/sdata2018168-f1.jpg

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