학술논문

Channel Protection Using Random Modulation
Document Type
Conference
Source
ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) Acoustics, Speech and Signal Processing (ICASSP), ICASSP 2019 - 2019 IEEE International Conference on. :4724-4728 May, 2019
Subject
Bioengineering
Communication, Networking and Broadcast Technologies
Signal Processing and Analysis
Modulation
Deconvolution
Coherence
Convolution
Loss measurement
Interference
Blind deconvolution
gradient descent
modulation
random signs
channel protection
Language
ISSN
2379-190X
Abstract
This paper shows that modulation protects a bandlimited signal against convolutive interference. A signal s(t), bandlimited to BHz, is modulated (pointwise multiplied) with a known random sign sequence r(t), alternating at a rate Q, and the resultant spread spectrum signal s(t) ⊙ r(t) is convolved against an M-tap channel impulse response h(t) to yield the observed signal y(t) = (s(t) ⊙ r(t)) ⊛ h(t), where ⊙ and ⊛ denote pointwise multiplication, and circular convolution, respectively.We show that both s(t), and h(t) can be provably recovered using a simple gradient descent scheme by alternating the binary waveform r(t) at a rate Q ≳ B + M(to within log factors and a signal coherences) and sampling y(t) at a rate Q. We also present a comprehensive set of phase transitions to depict the trade-off between Q, M, and B for successful recovery. Moreover, we show stable recovery results under noise.