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使用智能手机收集的用于室内环境中接近度检测的蓝牙数据集。

Bluetooth dataset for proximity detection in indoor environments collected with smartphones.

作者信息

Girolami Michele, La Rosa Davide, Barsocchi Paolo

机构信息

Institute of Information Science and Technologies, National Research Council, (ISTI-CNR), Via G. Moruzzi, 1, 56124, Pisa, Italy.

出版信息

Data Brief. 2024 Feb 19;53:110215. doi: 10.1016/j.dib.2024.110215. eCollection 2024 Apr.

Abstract

This paper describes a data collection experiment and the resulting dataset based on Bluetooth beacon messages collected in an indoor museum. The goal of this dataset is to study algorithms and techniques for proximity detection between people and points of interest (POI). To this purpose, we release the data we collected during 32 museum's visits, in which we vary the adopted smartphones and the visiting paths. The smartphone is used to collect Bluetooth beacons emitted by Bluetooth tags positioned nearby each POI. The visiting layout defines the order of visit of 10 artworks. The combination of different smartphones, the visiting paths and features of the indoor museum allow experiencing with realistic environmental conditions. The dataset comprises RSS (Received Signal Strength) values, timestamp and artwork identifiers, as long as a detailed ground truth, reporting the starting and ending time of each artwork's visit. The dataset is addressed to researchers and industrial players interested in further investigating how to automatically detect the location or the proximity between people and specific points of interest, by exploiting commercial technologies available with smartphone. The dataset is designed to speed up the prototyping process, by releasing an accurate ground truth annotation and details concerning the adopted hardware.

摘要

本文描述了一项数据收集实验以及基于在室内博物馆收集的蓝牙信标消息所得到的数据集。该数据集的目标是研究用于人员与兴趣点(POI)之间接近度检测的算法和技术。为此,我们发布了在32次博物馆参观期间收集的数据,其中我们改变了所采用的智能手机和参观路径。智能手机用于收集位于每个POI附近的蓝牙标签发出的蓝牙信标。参观布局定义了10件艺术品的参观顺序。不同智能手机、参观路径和室内博物馆特征的组合使得能够在现实环境条件下进行体验。该数据集包括接收信号强度(RSS)值、时间戳和艺术品标识符,以及详细的地面真值,报告每次艺术品参观的开始和结束时间。该数据集面向有兴趣通过利用智能手机可用的商业技术进一步研究如何自动检测人员与特定兴趣点之间的位置或接近度的研究人员和行业参与者。该数据集旨在通过发布准确的地面真值注释和有关所采用硬件的详细信息来加快原型制作过程。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d233/10900757/718bfe6f58a4/gr1.jpg

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