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Design and Implementation of an On-body Placement-Aware Smartphone

机译:人体可识别智能手机的设计与实现

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A mobile phone is getting smarter by employing a sensor and awareness of various contexts about a user and the terminal itself. In this paper, we deal with five storing positions of a smart phone on our body as a context: 1) front pocket of trousers, 2) back pocket of trousers, 3) jacket pocket (side), 4) chest pocket, and 5) around the neck (hanging). We propose a method for identifying the five positions with 29 features that characterize specific movements of a terminal at the position during walking. The result of offline experiment shows that an overall accuracy was 72.3% in a strict condition where datasets for a test were obtained from different people whose datasets were utilized for training a classifier. We also present a working prototype system with software framework for Android OS. An event of positional change is delivered to applications that conforms to APIs as well as to existing applications via preference settings. As a proof-of-concept application, a placement-aware heatstroke alerter was developed that tells a user about possible over (under) -estimate of the potential risk based on a storing position.
机译:通过使用传感器以及对有关用户和终端本身的各种上下文的感知,移动电话变得越来越智能。在本文中,我们将智能手机在人体上的五个存放位置作为背景:1)裤子的前袋,2)裤子的后袋,3)夹克袋(侧面),4)胸袋,和5 )挂在脖子上(悬挂)。我们提出了一种用于识别具有29个特征的五个位置的方法,这些特征表征了终端在行走过程中该位置的特定运动。离线实验的结果表明,在严格的条件下(从用于训练分类器的不同人获得测试数据集)的总体准确性为72.3%。我们还提供了一个适用于Android OS的具有软件框架的可运行原型系统。位置更改事件会通过首选项设置传递给符合API的应用程序以及现有应用程序。作为概念验证应用程序,开发了一种放置感知的中暑警报器,该警报器告诉用户有关基于存放位置的潜在风险的高估(不足)估计的信息。

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