抄録
This paper addresses online outdoor sound source localization using a microphone array embedded in an unmanned aerial vehicle (UAV). In addition to sound source localization, sound source enhancement and robust communication method are also described. This system is one instance of deployment of our continuously developing open source software for robot audition called HARK (Honda Research Institute Japan Audition for Robots with Kyoto University). To improve the robustness against outdoor acoustic noise, we propose to combine two sound source localization methods based on MUSIC (multiple signal classification) to cope with trade-off between latency and noise robustness. The standard Eigenvalue decomposition based MUSIC (SEVD-MUSIC) has smaller latency but less noise robustness, whereas the incremental generalized singular value decomposition based MUSIC (iGSVD-MUSIC) has higher noise robustness but larger latency. A UAV operator can use an appropriate method according to the situation. A sound enhancement method called online robust principal component analysis (ORPCA) enables the operator to detect a target sound source more easily. To improve the stability of wireless communication, and robustness of the UAV system against weather changes, we developed data compression based on free lossless audio codec (FLAC) extended to support a 16 ch audio data stream via UDP, and developed a water-resistant microphone array. The resulting system successfully worked in an outdoor search and rescue task in ImPACT Tough Robotics Challenge in November 2016.
本文言語 | English |
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ホスト出版物のタイトル | IROS 2017 - IEEE/RSJ International Conference on Intelligent Robots and Systems |
出版社 | Institute of Electrical and Electronics Engineers Inc. |
ページ | 5985-5990 |
ページ数 | 6 |
巻 | 2017-September |
ISBN(電子版) | 9781538626825 |
DOI | |
出版ステータス | Published - 2017 12月 13 |
イベント | 2017 IEEE/RSJ International Conference on Intelligent Robots and Systems, IROS 2017 - Vancouver, Canada 継続期間: 2017 9月 24 → 2017 9月 28 |
Other
Other | 2017 IEEE/RSJ International Conference on Intelligent Robots and Systems, IROS 2017 |
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国/地域 | Canada |
City | Vancouver |
Period | 17/9/24 → 17/9/28 |
ASJC Scopus subject areas
- 制御およびシステム工学
- ソフトウェア
- コンピュータ ビジョンおよびパターン認識
- コンピュータ サイエンスの応用