Special Issue Information Special Issue Call for Paper Other Special Issues on this journal Closed Special Issues
Deep Learning for Acoustic Sensor Array Processing (DL-ASAP)

Deep Learning for Acoustic Sensor Array Processing (DL-ASAP)

Journal
Impact Score 6.76

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Special Issue Information

Submission Deadline: 20-03-2022
Journal Impact Score: 6.76
Journal Name: Pattern Recognition Letters
Publisher: Pattern Recognition Letters

Special Issue Call for Papers


Dear Colleagues,



Acoustic sensor array processing is a well-studied field that has provided solutions to a wide range of practical problems such as source detection, estimation of source number, localization and tracking, source separation and signal enhancement, acoustic recognition, noise reduction and dereverberation. Although traditional multichannel signal processing methods reached a high level of maturity from a theoretical prospective and have shown to perform fairly well in simple applications, acoustic sensing in complex real-world applications is still a challenging problem. Reverberation, complex noise fields, dynamic reconfiguration of the acoustic scene, interferences, and concurrent multiple sources, represent today some of the most challenging problems in acoustic sensor array processing.



Recently, we have witnessed a growing interest in using artificial intelligence combined with sensor arrays to potentially solve acoustic sensing problems in complex environments and in emerging applications. Learning-based methods have shown to be able to exploit the multidimensional characteristics of a sensor array and marked the way to new solutions and novel applications.



The proposed special issue aims to present recent advances in the development of artificial intelligence and deep learning methods for acoustic sensor array processing emphasizing the associated theory, models, and applications. Automatic computer audition and microphone arrays need novel methods that use modern deep learning array processing addressing the challenges raised by real-life applications. The Special Issue welcomes research papers covering innovative learning-based approaches, theoretical advances, technological improvements, and novel applications in the field.



 



Guest Editors



Daniele Salvati, Managing Guest Editor



Maximo Cobos, Guest Editor



Fabio Antonacci, Guest Editor



Carlo Drioli, Guest Editor



 



Topics of interest




 



Important Dates



Submission deadline: March 20, 2022



Acceptance deadline: January 31, 2023



 



 

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