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Transmitter IQ Mismatch Estimation by Number-Theoretic Net-Based Gaussian Particle Filter for Coherent Optical Communications | IEEE Conference Publication | IEEE Xplore

Transmitter IQ Mismatch Estimation by Number-Theoretic Net-Based Gaussian Particle Filter for Coherent Optical Communications


Abstract:

In this paper, we propose a novel approach for estimating in-phase/quadrature-phase (IQ) mismatch at the transmitter using a number-theoretic net (NT-net)-based Gaussian ...Show More

Abstract:

In this paper, we propose a novel approach for estimating in-phase/quadrature-phase (IQ) mismatch at the transmitter using a number-theoretic net (NT-net)-based Gaussian particle filter (NT-GPF). The proposed method generates particles on an ellipse of the given bivariate Gaussian distribution, which helps locate the correct region of the actual state parameters more efficiently. Simulation results demonstrate that the NT-GPF-based approach offers higher estimation accuracy, with the mean squared error (MSE) consistently lower than that of traditional GPF across different particle numbers. Moreover, the proposed NT-GPF-based algorithm significantly improves estimation efficiency and noise tolerance, requiring only 21 particles under low signal-to-noise ratio (SNR).
Date of Conference: 04-07 November 2023
Date Added to IEEE Xplore: 01 January 2024
ISBN Information:
Conference Location: Wuhan, China

Funding Agency:


I. Introduction

The rapidly increasing demand for network traffic data, driven by the advancements in 6G, artificial intelligence (AI), and the Internet of Things (IoT), necessitates continuous research efforts to achieve higher spectral efficiency. In recent years, coherent optical communications have emerged as a promising solution for achieving large capacity and high-speed data transmission over optical fibers. Coherent optical transmission systems utilize coherent detection techniques, enabling the transmission and reception of data with high data rates and minimal signal quality degradation over long distances. Coherent detection techniques also enhance the recovery of weak optical signals, resulting in improved signal quality and enhanced resistance to noise and distortions. However, coherent optical systems are sensitive to in-phase/quadrature-phase (IQ) mismatch. IQ mismatch refers to the mismatch in amplitude and phase between the I and Q branches, which can introduce inter-carrier interference (ICI) and severely degrade the bit error rate (BER) performance of the systems. Therefore, accurately estimating and compensating for IQ mismatch is crucial to enhance the performance of coherent optical communications.

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References

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