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Development of Wireless Communication System for Reliable Acoustic Data Collection Toward Anomaly Detection on Mechanical Equipment
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RECN_2021-48.pdf (732.9 kB)
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Item type | 学術雑誌論文 = Journal Article(1) | |||||||||||||||||||||||||||||
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公開日 | 2022-06-29 | |||||||||||||||||||||||||||||
資源タイプ | ||||||||||||||||||||||||||||||
資源タイプ識別子 | http://purl.org/coar/resource_type/c_6501 | |||||||||||||||||||||||||||||
資源タイプ | journal article | |||||||||||||||||||||||||||||
タイトル | ||||||||||||||||||||||||||||||
タイトル | Development of Wireless Communication System for Reliable Acoustic Data Collection Toward Anomaly Detection on Mechanical Equipment | |||||||||||||||||||||||||||||
言語 | ||||||||||||||||||||||||||||||
言語 | eng | |||||||||||||||||||||||||||||
著者 |
Takano, Chinari
× Takano, Chinari× Fujino, Shinya× 野林, 大起
WEKO
25154
× 塚本, 和也
WEKO
899
× 水町, 光徳
WEKO
25999
× 池永, 全志
WEKO
19491
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抄録 | ||||||||||||||||||||||||||||||
内容記述タイプ | Abstract | |||||||||||||||||||||||||||||
内容記述 | With the recent proliferation of Internet of Things (IoT) devices that can send and receive data via wireless communication, we are able to monitor and operate these devices remotely. An example of an IoT system using wireless communication is a system for anomaly detection in mechanical equipment using acoustic data. In order to detect anomalies using acoustic data, continuous recording is essential, thereby increasing the data size. Although Wi-Fi networks provide high-capacity data transfer, performance degradation cannot be avoided due to reasons such as packet losses caused by collisions with data from other devices using the same frequency and the increase in distance between two communicating devices. In the present study, we developed a wireless communication system for reliable acoustic data collection for anomaly detection in mechanical equipment. First, as preliminary experiments, we investigated the communication characteristics for the transmission of large-size data by Wi-Fi in indoor and outdoor environments. The results indicated the communication performance was insufficient for transferring all recorded data handled by this system. Therefore, we developed a simple heuristic transmission timing control method and a method that can reduce the amount of transmission data in order to realize a stable acoustic data collection system. Finally, through demonstration experiments using mechanical equipment in the field, we verified the feasibility of the acoustic data collection system. | |||||||||||||||||||||||||||||
備考 | ||||||||||||||||||||||||||||||
内容記述タイプ | Other | |||||||||||||||||||||||||||||
内容記述 | 2021 International Conference on Computational Science and Computational Intelligence (CSCI 2021), 15-17 December, 2021, Las Vegas, Nevada, USA | |||||||||||||||||||||||||||||
書誌情報 |
2021 International Conference on Computational Science and Computational Intelligence (CSCI) 発行日 2022-06-22 |
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出版社 | ||||||||||||||||||||||||||||||
出版者 | IEEE | |||||||||||||||||||||||||||||
DOI | ||||||||||||||||||||||||||||||
関連タイプ | isVersionOf | |||||||||||||||||||||||||||||
識別子タイプ | DOI | |||||||||||||||||||||||||||||
関連識別子 | https://doi.org/10.1109/CSCI54926.2021.00300 | |||||||||||||||||||||||||||||
ISBN | ||||||||||||||||||||||||||||||
識別子タイプ | ISBN | |||||||||||||||||||||||||||||
関連識別子 | 978-1-6654-5841-2 | |||||||||||||||||||||||||||||
ISBN | ||||||||||||||||||||||||||||||
識別子タイプ | ISBN | |||||||||||||||||||||||||||||
関連識別子 | 978-1-6654-5842-9 | |||||||||||||||||||||||||||||
日本十進分類法 | ||||||||||||||||||||||||||||||
主題Scheme | NDC | |||||||||||||||||||||||||||||
主題 | 547 | |||||||||||||||||||||||||||||
著作権関連情報 | ||||||||||||||||||||||||||||||
権利情報 | Copyright (c) 2022 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works. | |||||||||||||||||||||||||||||
キーワード | ||||||||||||||||||||||||||||||
主題Scheme | Other | |||||||||||||||||||||||||||||
主題 | Anomaly detection system | |||||||||||||||||||||||||||||
キーワード | ||||||||||||||||||||||||||||||
主題Scheme | Other | |||||||||||||||||||||||||||||
主題 | acoustic data | |||||||||||||||||||||||||||||
キーワード | ||||||||||||||||||||||||||||||
主題Scheme | Other | |||||||||||||||||||||||||||||
主題 | Wi-Fi | |||||||||||||||||||||||||||||
キーワード | ||||||||||||||||||||||||||||||
主題Scheme | Other | |||||||||||||||||||||||||||||
主題 | wireless communication | |||||||||||||||||||||||||||||
キーワード | ||||||||||||||||||||||||||||||
主題Scheme | Other | |||||||||||||||||||||||||||||
主題 | IoT | |||||||||||||||||||||||||||||
出版タイプ | ||||||||||||||||||||||||||||||
出版タイプ | AM | |||||||||||||||||||||||||||||
出版タイプResource | http://purl.org/coar/version/c_ab4af688f83e57aa | |||||||||||||||||||||||||||||
査読の有無 | ||||||||||||||||||||||||||||||
値 | yes | |||||||||||||||||||||||||||||
研究者情報 | ||||||||||||||||||||||||||||||
https://hyokadb02.jimu.kyutech.ac.jp/html/81_ja.html | ||||||||||||||||||||||||||||||
論文ID(連携) | ||||||||||||||||||||||||||||||
10390872 | ||||||||||||||||||||||||||||||
連携ID | ||||||||||||||||||||||||||||||
10353 |