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Demo abstract: Inviz: Low-power personalized gesture recognition using wearable textile capacitive sensor arrays

机译:演示摘要:Inviz:使用可穿戴纺织品电容式传感器阵列的低功耗个性化手势识别

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摘要

This demonstration presents Inviz, a low-cost gesture recognition system that uses flexible textile-based capacitive sensors. Gestures are recognized using proximity-based movement detection using flexible capacitive sensor arrays that can be built into the environment or placed on to the body or be integrated into clothing. Inviz provides an innovative interface to home automation systems to simplify environmental control for individuals with limited-mobility resulting from paralysis, paresis, and degenerative diseases. Proximity-based sensing obviates the need for physical contact which can result in skin abrasion which is particularly deleterious to people with limited-to-no sensitivity in their extremities. A custom-designed wireless module maintains a small form factor facilitating placement based on an individual's needs. Our system leverages a hierarchical sensing technique which facilitates learning gestures based on the individual and placement of the sensors. Classification uses just-in-time embedded computational resources to provide accurate responses while maintaining a low average power consumption, in turn reducing the impact of batteries on the form factor. To illustrate the use of Inviz in a smart home environment, we demonstrate an end-to-end home automation system that controls small appliances. We will interface our system with a home automation gateway to demonstrate a subset of potential applications. This interactive demonstration highlights the intuitiveness and extensibility of the Inviz prototype.
机译:该演示展示了Inviz,这是一种低成本的手势识别系统,它使用基于纺织品的柔性电容式传感器。使用基于柔性的电容式传感器阵列的基于接近度的运动检测,可以识别手势,该传感器阵列可以内置到环境中或置于人体上或集成到衣服中。 Inviz为家庭自动化系统提供了创新的接口,可简化因瘫痪,轻瘫和退行性疾病导致行动不便的个人的环境控制。基于接近度的感测消除了对身体接触的需求,这可能导致皮肤磨损,这对肢体敏感程度有限甚至没有敏感度的人来说尤其有害。定制设计的无线模块可保持较小的外形尺寸,便于根据个人需求进行放置。我们的系统利用了分层的传感技术,该技术可根据传感器的个体和位置促进学习手势。分类使用实时嵌入式计算资源来提供准确的响应,同时保持较低的平均功耗,从而减少电池对外形尺寸的影响。为了说明Inviz在智能家居环境中的使用,我们演示了控制小型设备的端到端家庭自动化系统。我们将系统与家庭自动化网关对接,以演示潜在应用程序的子集。这个交互式演示突出了Inviz原型的直观性和可扩展性。

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