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Ti3C2Tx Composite Aerogels Enable Pressure Sensors for Dialect Speech Recognition Assisted by Deep Learning

Journal 2024 · IF 31.6 · 17(1): 1-15 · 发表于 2024 年 12 月 30 日
作者: Xiao Yanan,Li He,Gu Tianyi,Jia Xiaoteng,Sun Shixiang,Liu Yong,Wang Bin,Tian He,Sun Peng,Liu Fangmeng,Lu Geyu
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摘要

Emphasized the innovation in both the material design and methodology between the sensing performance and mechanical properties. The composite aerogel pressure sensors exhibited low hysteresis (13.69%), wide detection range (6.25 Pa-1200 kPa), and cyclic stability to acquire stable and accurate pronunciation signals. Over 6888 and 4158 pronunciation signals were collected by the pressure sensor and utilized for training the convolutional neural network model, allowing for accurate recognition of six dialects (96.2% accuracy) and seven words (96.6% accuracy).