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Multisensor Fusion in Smartphones for Lifestyle Monitoring

机译:智能手机中的多传感器融合,用于生活方式监控

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Smartphones with diverse sensing capabilities are becoming widely available and pervasive in use. With the phone becoming a mobile personal computer, integrated applications can use multi-sensory data to derive information about the user's actions and the context in which these actions occur. This paper develops a novel method to assess daily living patterns using a smartphone equipped with microphones and inertial sensors. We develop a feature-space combination approach for fusion of information from sensors sampled at different rates and present a computationally light-weight algorithm to identify various high level activities. Preliminary results from an initial deployment among eight users indicate the potential for accurate, context-aware, and personalized sensing.
机译:具有多种传感功能的智能手机正变得广泛可用并在使用中普遍使用。随着电话成为移动个人计算机,集成的应用程序可以使用多感官数据来获取有关用户操作以及这些操作发生的上下文的信息。本文开发了一种使用配备了麦克风和惯性传感器的智能手机评估日常生活模式的新颖方法。我们开发了一种特征空间组合方法,用于融合来自以不同速率采样的传感器的信息,并提出了一种计算轻量级算法来识别各种高水平活动。最初在8个用户中进行部署的初步结果表明,准确,上下文感知和个性化感知的潜力。

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