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Anti-High Decibel Keyword Spotting System Based on Flexible Sensor

  • Shiji Yuan
  • , Qihang Gao
  • , Ying Sun
  • , Dezhi Zheng*
  • *此作品的通讯作者
  • Beihang University

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

Since speech is considered as one of the most important biological signals, keyword spotting (KWS) system enjoys a high level of acknowledgement when it comes to realizing human-human and human-computer interaction. Acoustic microphones are mostly utilized to collect airborne sound waves, but in factories and other noisy venues, the quality of speech collected by conventional method is far less satisfactory, causing a high false alarm rate. To deal with this problem, a novel embedded KWS system is proposed, where a flexible sensor to capture real-time vibration speech signals from the jaw is exploited. And a KWS algorithm based on non-acoustic signals is designed and transplanted into an embedded system. Compared with an acoustic microphone under 90dB conditions, the system has achieved an excellent anti-noise effect and a desired audio quality, which can be demonstrated by the experimental results, among which the average perceptual evaluation of speech quality(PESQ) and average short-time objective intelligibility(STOI) are 3.31 and 0.76, respectively. On top of that, the average accuracy of KWS is 83.53% under 90dB conditions. Its stable performance and resistance to noise make the system a promising tool for next-generation KWS and interaction systems.

源语言英语
主期刊名Proceedings of 2023 IEEE 16th International Conference on Electronic Measurement and Instruments, ICEMI 2023
编辑Juan Wu, Jiali Yin
出版商Institute of Electrical and Electronics Engineers Inc.
170-175
页数6
ISBN(电子版)9798350327144
DOI
出版状态已出版 - 2023
已对外发布
活动16th IEEE International Conference on Electronic Measurement and Instruments, ICEMI 2023 - Harbin, 中国
期限: 9 8月 202311 8月 2023

丛书

姓名Proceedings of 2023 IEEE 16th International Conference on Electronic Measurement and Instruments, ICEMI 2023

会议

会议16th IEEE International Conference on Electronic Measurement and Instruments, ICEMI 2023
国家/地区中国
Harbin
时期9/08/2311/08/23

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