Comparing Iterative and Least-Squares Based Phase Noise Tracking in Receivers with 1-bit Quantization and Oversampling
Research output: Contribution to book/Conference proceedings/Anthology/Report › Conference contribution › Contributed › peer-review
Contributors
Abstract
High data rates require vast bandwidths, that can be found in the sub-THz band, and high sampling frequencies, which are predicted to lead to a problematically high analog-to-digital converter (ADC) power consumption. It was proposed to use 1-bit ADCs to mitigate this problem. Moreover, oscillator phase noise is predicted to be especially high at sub-THz carrier frequencies. For synchronization the phase must be tracked based on 1-bit quantized observations. We study iterative data-aided phase estimation, i.e., the expectation-maximization and the Fisher-scoring algorithm, compared to least-squares (LS) phase estimation. For phase interpolation at the data symbols, we consider the Kalman filter and the Rauch-Tung-Striebel algorithm. Compared to LS estimation, iterative phase noise tracking leads to a significantly lower estimation error variance at high signal-to-noise ratios. However, its benefit for the spectral efficiency using zero-crossing modulation (ZXM) is limited to marginal gains for high faster-than-Nyquist signaling factors, i.e., higher order ZXM modulation.
Details
| Original language | English |
|---|---|
| Title of host publication | Proceedings of the 22nd IEEE Statistical Signal Processing Workshop, SSP 2023 |
| Publisher | Institute of Electrical and Electronics Engineers (IEEE) |
| Pages | 31-35 |
| Number of pages | 5 |
| ISBN (electronic) | 978-1-6654-5245-8 |
| Publication status | Published - 2023 |
| Peer-reviewed | Yes |
Publication series
| Series | IEEE/SP Workshop on Statistical Signal Processing (SSP) |
|---|---|
| Volume | 2023-July |
Workshop
| Title | 22nd IEEE Statistical Signal Processing Workshop |
|---|---|
| Abbreviated title | SSP 2023 |
| Conference number | 22 |
| Duration | 2 - 5 July 2023 |
| Website | |
| Location | The Hanoi Club Hotel & VinUniversity |
| City | Hanoi |
| Country | Viet Nam |
Keywords
ASJC Scopus subject areas
Keywords
- 1-bit quantization, estimation, faster-than-Nyquist signaling, iterative algorithms, phase noise