574 citations · 630 across the 7 of their papers we have counts for
7 papers
Audio scene monitoring using redundant ad-hoc microphone array networks
Peter Gerstoft, Yihan Hu, Michael J. Bianco +4
We present a system for localizing sound sources in a room with several ad-hoc microphone arrays. Each circular array performs direction of arrival (DOA) estimation independently u…
Semi-supervised source localization in reverberant environments with deep generative modeling
Michael J. Bianco, Sharon Gannot, Efren Fernandez-Grande +1
We propose a semi-supervised approach to acoustic source localization in reverberant environments based on deep generative modeling. Localization in reverberant environments remain…
SSLIDE: Sound Source Localization for Indoors based on Deep Learning
Yifan Wu, Roshan Ayyalasomayajula, Michael J. Bianco +2
This paper presents SSLIDE, Sound Source Localization for Indoors using DEep learning, which applies deep neural networks (DNNs) with encoder-decoder structure to localize sound so…
Semi-supervised source localization with deep generative modeling
Michael J. Bianco, Sharon Gannot, Peter Gerstoft
We propose a semi-supervised localization approach based on deep generative modeling with variational autoencoders (VAEs). Localization in reverberant environments remains a challe…
Machine learning in acoustics: theory and applications
Michael J. Bianco, Peter Gerstoft, James Traer +4
Acoustic data provide scientific and engineering insights in fields ranging from biology and communications to ocean and Earth science. We survey the recent advances and transforma…
Travel time tomography with adaptive dictionaries
Michael Bianco, Peter Gerstoft
We develop a 2D travel time tomography method which regularizes the inversion by modeling groups of slowness pixels from discrete slowness maps, called patches, as sparse linear co…
Dictionary learning of sound speed profiles
Michael Bianco, Peter Gerstoft
To provide constraints on their inversion, ocean sound speed profiles (SSPs) often are modeled using empirical orthogonal functions (EOFs). However, this regularization, which uses…