Demba Ba, Dinei Florencio, and Cha Zhang
July 2007
Microphone arrays based on the minimum variance distortionless response
(MVDR) beamformer are among the most popular for speech
enhancement applications. The original MVDR is excessively sensitive
to source location and microphone gains. Previous research has
made MVDR practical by successfully increasing the robustness of
MVDR to source location, and MVDR-based microphone arrays are
already commercially available. Nevertheless, MVDR performance
is still weak in cases where microphone gain variations are too large,
e.g., for circular arrays of directional microphones. In this paper we
propose an improved MVDR beamformer which takes into account
the effect of sensors (e.g. microphones) with arbitrary, potentially
directional responses. Specifically, we form estimates of the relative
magnitude responses of the sensors based on the data received at the
array and include those in the original formulation of the MVDR
beamforming problem. Experimental results on real-world audio
data show an average 2.4 dB improvement over conventional MVDR
beamforming, which does not account for the magnitude responses
of the sensors.
![]() PDF file |
In ICME
Publisher IEEE
| Type | Inproceedings |