Blind Estimation of Spatial Room Impulse Responses Using a Pseudo Reference Signal
Paper in proceeding, 2024
The SRIR of a user's environment is typically unknown and needs to be estimated. We propose a method to estimate the SRIR blindly from speech signals captured with a microphone array. The blind estimation task is transformed into a non-blind one using a pseudo reference signal that is obtained from the array signals via dereverberation and beamforming. The SRIR is then estimated using a frequency-domain multichannel Wiener filter with the pseudo reference as the input and the array signals as the desired signals.
In contrast to conventional methods, the proposed method is able to successfully estimate SRIRs of realistic lengths at a sampling rate that supports the entire audible frequency range.
Results from 200 simulated and 16 measured SRIRs show that the estimates from the proposed method reproduce the reverberation time and the direct-to-reverberant energy ratio with low error, outperforming a baseline method that does not use dereverberation.
Blind System Identification
Dereverberation
Microphone Array
Augmented Reality
Room Impulse Response
Author
Thomas Deppisch
Chalmers, Architecture and Civil Engineering, Applied Acoustics
Jens Ahrens
Chalmers, Architecture and Civil Engineering, Applied Acoustics
Sebastià V. Amengual Garí
Reality Labs Research at Meta
Paul Calamia
Reality Labs Research at Meta
2024 IEEE International Conference on Acoustics, Speech, and Signal Processing Workshops, ICASSPW 2024 - Proceedings
470-474
9798350374513 (ISBN)
Seoul, South Korea,
Subject Categories
Fluid Mechanics and Acoustics
Signal Processing
DOI
10.1109/ICASSPW62465.2024.10626717