A Physics-Informed Neural Network Approach for Nearfield Acoustic Holography

Marco Olivieri, Mirco Pezzoli, Fabio Antonacci, +1

Sensors

HolographyAeroacousticsOcean AcousticsEngineeringPhysics +12

Deep Prior Approach for Room Impulse Response Reconstruction

Mirco Pezzoli, Davide Perini, Alberto Bernardini, +3

Sensors

Image ReconstructionEngineeringMachine LearningDeep Prior ParadigmAcoustic Modeling +14

A Parametric Approach to Virtual Miking for Sources of Arbitrary Directivity

Mirco Pezzoli, Federico Borra, Fabio Antonacci, +2

IEEE/ACM Transactions on Audio Speech and Language Processing

AeroacousticsEngineeringVirtual MikingCommunication ArchitectureSpatial Audio +18

Ray-Space-Based Multichannel Nonnegative Matrix Factorization for Audio Source Separation

Mirco Pezzoli, Julio J. Carabias-Orti, Máximo Cobos, +2

IEEE Signal Processing Letters

Source SeparationMnmf ExtensionMultichannel NmfEngineeringData Science +10

Audio Information Retrieval and Musical Acoustics

Marco Olivieri, Raffaele Malvermi, Mirco Pezzoli, +4

IEEE Instrumentation & Measurement Magazine

MusicAudio MiningEngineeringInformation RetrievalMachine Learning +10

Sparsity-Based Sound Field Separation in the Spherical Harmonics Domain

Mirco Pezzoli, Máximo Cobos, Fabio Antonacci, +1

ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)

MusicAeroacousticsAcoustic CameraEngineeringPhysical Acoustic +12

Physics-informed neural network for volumetric sound field reconstruction of speech signals

Marco Olivieri, Xenofon Karakonstantis, Mirco Pezzoli, +3

EURASIP Journal on Audio Speech and Music Processing

Physics-Informed Machine Learning for Sound Field Estimation: Fundamentals, state of the art, and challenges

Shoichi Koyama, Juliano G. C. Ribeiro, Tomohiko Nakamura, +2

IEEE Signal Processing Magazine

Implicit Neural Representation With Physics-Informed Neural Networks For The Reconstruction Of The Early Part Of Room Impulse Responses

Mirco Pezzoli, Fabio Antonacci, Augusto Sarti

EngineeringMachine LearningNeural RecodingAutoencodersAi Foundation +20

Near field Acoustic Holography on arbitrary shapes using Convolutional Neural Network

Marco Olivieri, Mirco Pezzoli, Fabio Antonacci, +1

2021 29th European Signal Processing Conference (EUSIPCO)

HolographyAeroacousticsConvolutional Neural NetworkEngineeringMicroscopy +16