2017 · 53 citations · 13 references
EngineeringAutonomous SystemsRobotics EngineeringAerial RoboticsSensor FusionUnmanned Aircraft SystemsAcoustic LocalizationAcoustic SensingAcoustic Sensing SystemsOutdoor LocalizationSensor Fusion For LocalizationSound LocalizationAcoustic NoiseAcoustic Noise ReductionLossless Audio CompressionMusic AlgorithmNoise RobustnessRobust Principal Component AnalysisSound Source LocalizationTarget Localization
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.
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Robust principal component analysis?
Emmanuel J. Candès, Xiaodong Li, Yi Ma et al. · Journal of the ACM · 2011 · 6.9K citations
Response time in man-computer conversational transactions
Robert B. Miller · 1968 · 923 citations · Full text
Kazuhiro Nakadai, Tino Lourens, Hiroshi G. Okuno et al. · 2000 · 212 citations
Engineering, Mechanical Engineering, Robotics Engineering +15