Comparing Iterative and Least-Squares Based Phase Noise Tracking in Receivers with 1-bit Quantization and Oversampling
Publikation: Beitrag in Buch/Konferenzbericht/Sammelband/Gutachten › Beitrag in Konferenzband › Beigetragen › Begutachtung
Beitragende
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
| Originalsprache | Englisch |
|---|---|
| Titel | Proceedings of the 22nd IEEE Statistical Signal Processing Workshop, SSP 2023 |
| Herausgeber (Verlag) | Institute of Electrical and Electronics Engineers (IEEE) |
| Seiten | 31-35 |
| Seitenumfang | 5 |
| ISBN (elektronisch) | 978-1-6654-5245-8 |
| Publikationsstatus | Veröffentlicht - 2023 |
| Peer-Review-Status | Ja |
Publikationsreihe
| Reihe | IEEE/SP Workshop on Statistical Signal Processing (SSP) |
|---|---|
| Band | 2023-July |
Workshop
| Titel | 22nd IEEE Statistical Signal Processing Workshop |
|---|---|
| Kurztitel | SSP 2023 |
| Veranstaltungsnummer | 22 |
| Dauer | 2 - 5 Juli 2023 |
| Webseite | |
| Ort | The Hanoi Club Hotel & VinUniversity |
| Stadt | Hanoi |
| Land | Vietnam |
Schlagworte
ASJC Scopus Sachgebiete
Schlagwörter
- 1-bit quantization, estimation, faster-than-Nyquist signaling, iterative algorithms, phase noise