83 research outputs found
LiQuiD-MIMO Radar: Distributed MIMO Radar with Low-Bit Quantization
Distributed MIMO radar is known to achieve superior sensing performance by
employing widely separated antennas. However, it is challenging to implement a
low-complexity distributed MIMO radar due to the complex operations at both the
receivers and the fusion center. This work proposed a low-bit quantized
distributed MIMO (LiQuiD-MIMO) radar to significantly reduce the burden of
signal acquisition and data transmission. In the LiQuiD-MIMO radar, the
widely-separated receivers are restricted to operating with low-resolution ADCs
and deliver the low-bit quantized data to the fusion center. At the fusion
center, the induced quantization distortion is explicitly compensated via
digital processing. By exploiting the inherent structure of our problem, a
quantized version of the robust principal component analysis (RPCA) problem is
formulated to simultaneously recover the low-rank target information matrices
as well as the sparse data transmission errors. The least squares-based method
is then employed to estimate the targets' positions and velocities from the
recovered target information matrices. Numerical experiments demonstrate that
the proposed LiQuiD-MIMO radar, configured with the developed algorithm, can
achieve accurate target parameter estimation.Comment: 5 pages, 4 figure
Time Encoding Sampling of Bandpass Signals
This paper investigates the problem of sampling and reconstructing bandpass
signals using time encoding machine(TEM). It is shown that the sampling in
principle is equivalent to periodic non-uniform sampling (PNS). Then the TEM
parameters can be set according to the signal bandwidth and amplitude instead
of upper-edge frequency and amplitude as in the case of bandlimited/lowpass
signals. For a bandpass signal of a single information band, it can be
perfectly reconstructed if the TEM parameters are such that the difference
between any consecutive values of the time sequence in each channel is bounded
by the inverse of the signal bandwidth. A reconstruction method incorporating
the interpolation functions of PNS is proposed. Numerical experiments validate
the feasibility and effectiveness of the proposed TEM scheme.Comment: 5 pages, 6 figure
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