At low SNR, asymmetric quantizers are better Articles
Overview
published in
publication date
- September 2013
start page
- 5421
end page
- 5445
issue
- 9
volume
- 59
Digital Object Identifier (DOI)
full text
International Standard Serial Number (ISSN)
- 0018-9448
Electronic International Standard Serial Number (EISSN)
- 1557-9654
abstract
- We study the capacity of the discrete-time Gaussian channel when its output is quantized with a 1-bit quantizer. We focus on the low signal-to-noise ratio (SNR) regime, where communication at very low spectral efficiencies takes place. In this regime, a symmetric threshold quantizer is known to reduce channel capacity by a factor of 2/pi i.e., to cause an asymptotic power loss of approximately 2 dB. Here, it is shown that this power loss can be avoided by using asymmetric threshold quantizers and asymmetric signaling constellations. To avoid this power loss, flash-signaling input distributions are essential. Consequently, 1-bit output quantization of the Gaussian channel reduces spectral efficiency. Threshold quantizers are not only asymptotically optimal: at every fixed SNR, a threshold quantizer maximizes capacity among all 1-bit output quantizers. The picture changes on the Rayleigh-fading channel. In the noncoherent case, a 1-bit output quantizer causes an unavoidable low-SNR asymptotic power loss. In the coherent case, however, this power loss is avoidable provided that we allow the quantizer to depend on the fading level.
Classification
subjects
- Electronics
- Telecommunications
keywords
- capacity per unit energy; channel capacity; gaussian channel; low signal-to-noise ratio (snr) quantization