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基于蜂窝结构的神经网络响应式压力和温度柔性传感器用于语音识别。

Neural Network-Enabled Flexible Pressure and Temperature Sensor with Honeycomb-like Architecture for Voice Recognition.

机构信息

Institute of Semiconductors, Chinese Academy of Sciences, Beijing 100083, China.

出版信息

Sensors (Basel). 2022 Jan 19;22(3):759. doi: 10.3390/s22030759.

Abstract

Flexible pressure sensors have been studied as wearable voice-recognition devices to be utilized in human-machine interaction. However, the development of highly sensitive, skin-attachable, and comfortable sensing devices to achieve clear voice detection remains a considerable challenge. Herein, we present a wearable and flexible pressure and temperature sensor with a sensitive response to vibration, which can accurately recognize the human voice by combing with the artificial neural network. The device consists of a polyethylene terephthalate (PET) printed with a silver electrode, a filament-microstructured polydimethylsiloxane (PDMS) film embedded with single-walled carbon nanotubes and a polyimide (PI) film sputtered with a patterned Ti/Pt thermistor strip. The developed pressure sensor exhibited a pressure sensitivity of 0.398 kPa-1 in the low-pressure regime, and the fabricated temperature sensor shows a desirable temperature coefficient of resistance of 0.13% ∘C in the range of 25 ∘C to 105 ∘C. Through training and testing the neural network model with the waveform data of the sensor obtained from human pronunciation, the vocal fold vibrations of different words can be successfully recognized, and the total recognition accuracy rate can reach 93.4%. Our results suggest that the fabricated sensor has substantial potential for application in the human-computer interface fields, such as voice control, vocal healthcare monitoring, and voice authentication.

摘要

柔性压力传感器已被研究作为可穿戴的语音识别设备,用于人机交互。然而,开发高度灵敏、可贴附皮肤、舒适的感测设备以实现清晰的语音检测仍然是一个相当大的挑战。在此,我们提出了一种具有振动敏感响应的可穿戴和灵活的压力和温度传感器,通过与人工神经网络相结合,可以准确识别人类的声音。该设备由聚对苯二甲酸乙二醇酯 (PET) 印刷的银电极、嵌入单壁碳纳米管的细丝微结构聚二甲基硅氧烷 (PDMS) 薄膜和溅射有图案化 Ti/Pt 热敏电阻条的聚酰亚胺 (PI) 薄膜组成。所开发的压力传感器在低压区域表现出 0.398 kPa-1 的压力灵敏度,而所制造的温度传感器在 25 ∘C 至 105 ∘C 的范围内表现出理想的电阻温度系数为 0.13% ∘C。通过用从人类发音获得的传感器的波形数据对神经网络模型进行训练和测试,可以成功识别不同单词的声带振动,总体识别准确率可达 93.4%。我们的结果表明,所制造的传感器在人机接口领域具有很大的应用潜力,例如语音控制、声带健康监测和语音认证。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b766/8840666/15909edd52e9/sensors-22-00759-g001.jpg

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