Audio-based early warning system of sound events on the road for improving the safety of hearing-impaired people

Chia Yi Chen; Pei Yi Kuo; Yunh Hsin Chiang; Jia Yun Liang; Kai Wen Liang; Pao Chi Chang

doi:10.1109/GCCE46687.2019.9015516

Audio-based early warning system of sound events on the road for improving the safety of hearing-impaired people

Chia Yi Chen, Pei Yi Kuo, Yunh Hsin Chiang, Jia Yun Liang, Kai Wen Liang, Pao Chi Chang

通訊工程學系

研究成果: 書貢獻/報告類型 › 會議論文篇章 › 同行評審

6 引文斯高帕斯（Scopus）

摘要

This paper presents an audio-based early warning system which helps to protect the safety of people with hearing impairment. The work is implemented on Android platform with a human-machine interface APP rendering. The prediction model will identify the result and send it to the device interface in order to alert the user. The experimental results showed that the accuracy of the system is 66.4% for eight class classification, including vehicle approaching events and some environmental sound on the road.

原文	???core.languages.en_GB???
主出版物標題	2019 IEEE 8th Global Conference on Consumer Electronics, GCCE 2019
發行者	Institute of Electrical and Electronics Engineers Inc.
頁面	933-936
頁數	4
ISBN（電子）	9781728135755
DOIs	https://doi.org/10.1109/GCCE46687.2019.9015516
出版狀態	已出版 - 10月 2019
事件	8th IEEE Global Conference on Consumer Electronics, GCCE 2019 - Osaka, Japan 持續時間: 15 10月 2019 → 18 10月 2019

出版系列

名字	2019 IEEE 8th Global Conference on Consumer Electronics, GCCE 2019

???event.eventtypes.event.conference???

???event.eventtypes.event.conference???	8th IEEE Global Conference on Consumer Electronics, GCCE 2019
國家/地區	Japan
城市	Osaka
期間	15/10/19 → 18/10/19

存取文件

10.1109/GCCE46687.2019.9015516

智慧型照護互動系統－基於深度智能之口語處理技術(2/4)
Wang, J.-C. (PI)
1/01/19 → 31/12/19
研究計畫: Research

引用此

Chen, C. Y., Kuo, P. Y., Chiang, Y. H., Liang, J. Y., Liang, K. W., & Chang, P. C. (2019). Audio-based early warning system of sound events on the road for improving the safety of hearing-impaired people. 於 2019 IEEE 8th Global Conference on Consumer Electronics, GCCE 2019 (頁 933-936). 文章 9015516 (2019 IEEE 8th Global Conference on Consumer Electronics, GCCE 2019). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/GCCE46687.2019.9015516

Chen, Chia Yi ; Kuo, Pei Yi ; Chiang, Yunh Hsin 等. / Audio-based early warning system of sound events on the road for improving the safety of hearing-impaired people. 2019 IEEE 8th Global Conference on Consumer Electronics, GCCE 2019. Institute of Electrical and Electronics Engineers Inc., 2019. 頁 933-936 (2019 IEEE 8th Global Conference on Consumer Electronics, GCCE 2019).

@inproceedings{ff955f6858ab4a89a4f32f8bddc986a8,

title = "Audio-based early warning system of sound events on the road for improving the safety of hearing-impaired people",

abstract = "This paper presents an audio-based early warning system which helps to protect the safety of people with hearing impairment. The work is implemented on Android platform with a human-machine interface APP rendering. The prediction model will identify the result and send it to the device interface in order to alert the user. The experimental results showed that the accuracy of the system is 66.4% for eight class classification, including vehicle approaching events and some environmental sound on the road.",

keywords = "Android application, Audio detection, Machine learning, Warning",

author = "Chen, {Chia Yi} and Kuo, {Pei Yi} and Chiang, {Yunh Hsin} and Liang, {Jia Yun} and Liang, {Kai Wen} and Chang, {Pao Chi}",

note = "Publisher Copyright: {\textcopyright} 2019 IEEE.; 8th IEEE Global Conference on Consumer Electronics, GCCE 2019 ; Conference date: 15-10-2019 Through 18-10-2019",

year = "2019",

month = oct,

doi = "10.1109/GCCE46687.2019.9015516",

language = "???core.languages.en_GB???",

series = "2019 IEEE 8th Global Conference on Consumer Electronics, GCCE 2019",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

pages = "933--936",

booktitle = "2019 IEEE 8th Global Conference on Consumer Electronics, GCCE 2019",

}

Chen, CY, Kuo, PY, Chiang, YH, Liang, JY, Liang, KW & Chang, PC 2019, Audio-based early warning system of sound events on the road for improving the safety of hearing-impaired people. 於 2019 IEEE 8th Global Conference on Consumer Electronics, GCCE 2019., 9015516, 2019 IEEE 8th Global Conference on Consumer Electronics, GCCE 2019, Institute of Electrical and Electronics Engineers Inc., 頁 933-936, 8th IEEE Global Conference on Consumer Electronics, GCCE 2019, Osaka, Japan, 15/10/19. https://doi.org/10.1109/GCCE46687.2019.9015516

Audio-based early warning system of sound events on the road for improving the safety of hearing-impaired people. / Chen, Chia Yi; Kuo, Pei Yi; Chiang, Yunh Hsin 等.
2019 IEEE 8th Global Conference on Consumer Electronics, GCCE 2019. Institute of Electrical and Electronics Engineers Inc., 2019. p. 933-936 9015516 (2019 IEEE 8th Global Conference on Consumer Electronics, GCCE 2019).

研究成果: 書貢獻/報告類型 › 會議論文篇章 › 同行評審

TY - GEN

T1 - Audio-based early warning system of sound events on the road for improving the safety of hearing-impaired people

AU - Chen, Chia Yi

AU - Kuo, Pei Yi

AU - Chiang, Yunh Hsin

AU - Liang, Jia Yun

AU - Liang, Kai Wen

AU - Chang, Pao Chi

PY - 2019/10

Y1 - 2019/10

N2 - This paper presents an audio-based early warning system which helps to protect the safety of people with hearing impairment. The work is implemented on Android platform with a human-machine interface APP rendering. The prediction model will identify the result and send it to the device interface in order to alert the user. The experimental results showed that the accuracy of the system is 66.4% for eight class classification, including vehicle approaching events and some environmental sound on the road.

AB - This paper presents an audio-based early warning system which helps to protect the safety of people with hearing impairment. The work is implemented on Android platform with a human-machine interface APP rendering. The prediction model will identify the result and send it to the device interface in order to alert the user. The experimental results showed that the accuracy of the system is 66.4% for eight class classification, including vehicle approaching events and some environmental sound on the road.

KW - Android application

KW - Audio detection

KW - Machine learning

KW - Warning

UR - http://www.scopus.com/inward/record.url?scp=85081981565&partnerID=8YFLogxK

U2 - 10.1109/GCCE46687.2019.9015516

DO - 10.1109/GCCE46687.2019.9015516

M3 - 會議論文篇章

AN - SCOPUS:85081981565

T3 - 2019 IEEE 8th Global Conference on Consumer Electronics, GCCE 2019

SP - 933

EP - 936

BT - 2019 IEEE 8th Global Conference on Consumer Electronics, GCCE 2019

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 8th IEEE Global Conference on Consumer Electronics, GCCE 2019

Y2 - 15 October 2019 through 18 October 2019

ER -

Chen CY, Kuo PY, Chiang YH, Liang JY, Liang KW, Chang PC. Audio-based early warning system of sound events on the road for improving the safety of hearing-impaired people. 於 2019 IEEE 8th Global Conference on Consumer Electronics, GCCE 2019. Institute of Electrical and Electronics Engineers Inc. 2019. p. 933-936. 9015516. (2019 IEEE 8th Global Conference on Consumer Electronics, GCCE 2019). doi: 10.1109/GCCE46687.2019.9015516

Audio-based early warning system of sound events on the road for improving the safety of hearing-impaired people

摘要

出版系列

???event.eventtypes.event.conference???

存取文件

指紋

專案

智慧型照護互動系統－基於深度智能之口語處理技術(2/4)

引用此