SAWSense: Using Surface AcousticWaves for Surface-bound Event Recognition

被引:7
|
作者
Iravantchi, Yasha [1 ]
Zhao, Yi [1 ]
Kin, Kenrick [2 ]
Sample, Alanson P. [1 ]
机构
[1] Univ Michigan, Ann Arbor, MI 48109 USA
[2] Meta Real Labs, Redmond, WA USA
关键词
Surface Acoustic Wave; Touch Detection; Activity Recognition; Gesture Interface; Acoustics; Sensing; SPEECH;
D O I
10.1145/3544548.3580991
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Enabling computing systems to understand user interactions with everyday surfaces and objects can drive a wide range of applications. However, existing vibration-based sensors (e.g., accelerometers) lack the sensitivity to detect light touch gestures or the bandwidth to recognize activity containing high-frequency components. Conversely, microphones are highly susceptible to environmental noise, degrading performance. Each time an object impacts a surface, Surface AcousticWaves (SAWs) are generated that propagate along the air-to-surface boundary. This work repurposes a Voice PickUp Unit (VPU) to capture SAWs on surfaces (including smooth surfaces, odd geometries, and fabrics) over long distances and in noisy environments. Our custom-designed signal acquisition, processing, and machine learning pipeline demonstrates utility in both interactive and activity recognition applications, such as classifying trackpad-style gestures on a desk and recognizing 16 cooking-related activities, all with >97% accuracy. Ultimately, SAWs offer a unique signal that can enable robust recognition of user touch and on-surface events.
引用
收藏
页数:18
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