Toward a System for Longitudinal Emotion Sensing

Rachael Purta, David S. Hachen, Jeffrey Liew, A. Striegel
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Abstract

The ability to sense acoustic emotion from a smartphoneis advantageous for two main reasons. First, smartphonesensing is unobtrusive compared to wearing a microphone, and second, a smartphone is nearly always with the user. When sensing emotion over a long period of time, these two reasons become increasingly more important. We demonstrate the challenges of building a system for longitudinal emotion sensing on a smartphone, as well as our design approach to these challenges. Current emotion sensing systems perform all sensing and computation on the phone, but this design can lead to significant battery life constraints. We show that in terms of energy consumption, offloading feature and classification computation to a remote server is the most feasible design choice without excessive battery draining, and discuss how we address the privacy, energy, and storage concerns of such an approach.
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纵向情感感知系统研究
从智能手机上感知声音情感的能力有两个主要原因。首先,与戴着麦克风相比,智能手机感应并不引人注目;其次,智能手机几乎总是与用户在一起。当长时间感知情绪时,这两个原因变得越来越重要。我们展示了在智能手机上构建纵向情感感知系统的挑战,以及我们应对这些挑战的设计方法。目前的情感感知系统在手机上执行所有的感知和计算,但这种设计可能会导致严重的电池寿命限制。我们展示了在能源消耗方面,卸载功能和分类计算到远程服务器是最可行的设计选择,而不会过度消耗电池,并讨论了我们如何解决这种方法的隐私,能源和存储问题。
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