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