JASA Express Letters · 2022 · 15 citations · 24 references
Acoustic CameraAeroacousticsArray ProcessingSpatial AudioEngineeringSound Source LocalizationSpeaker LocalizationAudio Signal ProcessingNoiseAffine MappingSpeech ProcessingAcoustic Signal ProcessingLocalizationSignal ProcessingAffine Model
Sound source localization is crucial for communication and sound scene analysis. This study uses direction-of-arrival estimates of multiple ad hoc distributed microphone arrays to localize sound sources in a room. An affine mapping between the independent array estimates and the source coordinates is derived from a set of calibration points. Experiments show that the affine model is sufficient to locate a source and can be calibrated to physical dimensions. A projection of the local array estimates increases localization accuracy, particularly further away from the calibrated region. Localization tests in three dimensions compare the affine approach to a nonlinear neural network.
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PyTorch: An Imperative Style, High-Performance Deep Learning Library
Adam Paszke, Sam Gross, Francisco Massa et al. · arXiv (Cornell University) · 2019 · 16.2K citations · Full text