11,700 research outputs found
Raking the Cocktail Party
We present the concept of an acoustic rake receiver---a microphone beamformer
that uses echoes to improve the noise and interference suppression. The rake
idea is well-known in wireless communications; it involves constructively
combining different multipath components that arrive at the receiver antennas.
Unlike spread-spectrum signals used in wireless communications, speech signals
are not orthogonal to their shifts. Therefore, we focus on the spatial
structure, rather than temporal. Instead of explicitly estimating the channel,
we create correspondences between early echoes in time and image sources in
space. These multiple sources of the desired and the interfering signal offer
additional spatial diversity that we can exploit in the beamformer design.
We present several "intuitive" and optimal formulations of acoustic rake
receivers, and show theoretically and numerically that the rake formulation of
the maximum signal-to-interference-and-noise beamformer offers significant
performance boosts in terms of noise and interference suppression. Beyond
signal-to-noise ratio, we observe gains in terms of the \emph{perceptual
evaluation of speech quality} (PESQ) metric for the speech quality. We
accompany the paper by the complete simulation and processing chain written in
Python. The code and the sound samples are available online at
\url{http://lcav.github.io/AcousticRakeReceiver/}.Comment: 12 pages, 11 figures, Accepted for publication in IEEE Journal on
Selected Topics in Signal Processing (Special Issue on Spatial Audio
Infinite non-causality in active cancellation of random noise
Active cancellation of broadband random noise requires the detection of the
incoming noise with some time advance. In an duct for example this advance must
be larger than the delays in the secondary path from the control source to the
error sensor. In this paper it is shown that, in some cases, the advance
required for perfect noise cancellation is theoretically infinite because the
inverse of the secondary path, which is required for control, can include an
infinite non-causal response. This is shown to be the result of two mechanisms:
in the single-channel case (one control source and one error sensor), this can
arise because of strong echoes in the control path. In the multi-channel case
this can arise even in free field simply because of an unfortunate placing of
sensors and actuators. In the present paper optimal feedforward control is
derived through analytical and numerical computations, in the time and
frequency domains. It is shown that, in practice, the advance required for
significant noise attenuation can be much larger than the secondary path
delays. Practical rules are also suggested in order to prevent infinite
non-causality from appearing
Angular dependence of 12-kHz seafloor acoustic backscatter
The angular dependence of seafloor acoustic backscatter,measured with a 12âkHz multi narrowâbeam echoâsounder at two sites in the central North Pacific with water depths of 1500 and 3100 m, respectively, has been determined for incidence angles between 0° and 20°. The acoustic data consist of quadrature samples of the beamformed echoes received on each of the 16 2.66° beams of a Sea Beam echoâsounder. These data are subjected to adaptive noise cancelling for sidelobe interference rejection, and the centroid of each echo is determined. After corrections for the shipâs roll and raybending effects through the water column, the angles of arrival are converted to angles of incidence by taking athwartships apparent bottom slopes into account. For each beam, the mean echo power received is normalized by the corresponding insonified area that depends on the transmit and receive beam patterns, the shipâs roll angle and the local bottom slope. For lack of system calibration, the data are presented as relative mean energy levels in 1° bins. Comparison of these results with theoretical angular dependence functions, based on the HelmholtzâKirchhoff model for backscatter from a rough surface, indicates that a good fit is obtained in the angular sector from 5° to 20° incidence. In the nearânadir sector (0° to 5°), the data suffer from high variance making the estimate unreliable. The data processing methods presented constitute one of the elements necessary to compile a map of seafloor acoustic backscatter from acoustic measurements made with a multinarrow beam echoâsounder. The angular dependence function obtained will ultimately be used to normalize the backscattermeasurements in the athwartships direction
Simple and efficient solutions to the problems associated with acoustic echo cancellation
This dissertation is a collection of papers that addresses several important problems associated with acoustic/line echo cancellation (AEC/LEC), specifically double-talk and echo-path change detection. A double-talk detector is used to freeze AEC filter\u27s adaptation during periods of near-end speech. This dissertation presents three different novel double-talk detection schemes. Simulations demonstrate the efficiency of the proposed algorithms --Abstract, page iii
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