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Machine Learning in Acoustics

The use of machine learning (ML) in acoustics has received much attention in the last decade. ML is unique in that it can be applied to all areas of acoustics. ML has transformative potentials as it can extract statistically based new information about events observed in acoustic data. Acoustic data provide scientific and engineering insight ranging from biology and communications to ocean and Earth science. This special issue included 65 papers, illustrating the very diverse applications of ML in acoustics.

Guest Editors: Zoi-Heleni Michalopoulou, Peter Gerstoft, Bozena Kostek, Marie A. Roch

Image credit: Figure 1 from "Introduction to the special issue on machine learning in acoustics," J. Acoust. Soc. Am. 150, 3204 (2021).

Special Collection Image
Pina Gruden; Eva-Marie Nosal; Erin Oleson
10.1121/10.0006780
Zoi-Heleni Michalopoulou; Peter Gerstoft; Bozena Kostek; Marie A. Roch
10.1121/10.0006783
Jean-Rémy Gloaguen; David Ecotière; Benoit Gauvreau; Arthur Finez; Arthur Petit; Colin Le Bourdat
10.1121/10.0006782
Erez Shalev; Israel Cohen; Dmitri Lvov
10.1121/10.0006781
Scott H. Hawley; Andrew C. Morrison
10.1121/10.0006110
Dimitrios Ernst Tsokaktsidis; Clemens Nau; Marcus Maeder; Steffen Marburg
10.1121/10.0005535
A. Goudarzi; C. Spehr; S. Herbold
10.1121/10.0005885
Natalja Ulrich; Marc Allassonnière-Tang; François Pellegrino; Dan Dediu
10.1121/10.0005950
Cédric Foy; Antoine Deleforge; Diego Di Carlo
10.1121/10.0005888
Christopher J. Smalt; Gregory A. Ciccarelli; Aaron R. Rodriguez; William J. Murphy
10.1121/10.0005820
Ryan A. McCarthy; Ananya Sen Gupta; Madison Kemerling
10.1121/10.0005819
T. Scott Brandes; Brett Ballard; Sowmya Ramakrishnan; Ethan Lockhart; Bradley Marchand; Patrick Rabenold
10.1121/10.0005811
Joseph T. Colonel; Joshua Reiss
10.1121/10.0005622
Maryam Shafiei Alavijeh; Ryan Scott; Fedar Seviaryn; Roman Gr. Maev
10.1121/10.0005656
Rachid Riad; Julien Karadayi; Anne-Catherine Bachoud-Lévi; Emmanuel Dupoux
10.1121/10.0005482
Tristan Shah; Linwei Zhuo; Peter Lai; Amaris De La Rosa-Moreno; Feruza Amirkulova; Peter Gerstoft
10.1121/10.0005545
Eric L. Ferguson
10.1121/10.0005516
Asith Abeysinghe; Mohammad Fard; Reza Jazar; Fabio Zambetta; John Davy
10.1121/10.0005201
Magdalena Piotrowska; Andrzej Czyżewski; Tomasz Ciszewski; Gražina Korvel; Adam Kurowski; Bożena Kostek
10.1121/10.0005480
Steven Whitaker; Andrew Barnard; George D. Anderson; Timothy C. Havens
10.1121/10.0005536
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