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Low-complexity carrier phase recovery based on principal component analysis for square-QAM modulation formats
Optics Express
|June 6, 2019
Summary
We developed a new, low-complexity carrier phase recovery algorithm using principal component analysis (PCA). This method improves performance over the blind phase search (BPS) algorithm, especially at low signal-to-noise ratios (SNR).
Area of Science:
- Optical communications
- Signal processing
- Digital communications
Background:
- Carrier phase recovery (CPR) is crucial for coherent optical receivers.
- Existing methods like Blind Phase Search (BPS) can be complex and struggle at low SNRs.
- Modulation-order independence and hardware suitability are key challenges.
Purpose of the Study:
- To propose and validate a novel, low-complexity, modulation-order independent, non-data-aided (NDA) feed-forward CPR algorithm.
- To enable synchronous decoding of arbitrary square-quadrature amplitude modulation (QAM) constellations.
- To offer a hardware-friendly solution for realistic implementations.
Main Methods:
- The core method utilizes Principal Component Analysis (PCA) for feed-forward CPR.
- A hybrid two-stage approach combining PCA and BPS is also investigated.
- Numerical simulations and experimental demonstrations are employed for analysis.
Main Results:
- The proposed PCA-based algorithm outperforms BPS at low SNR, exhibiting a significantly lower cycle slip rate (CSR).
- The hybrid PCA-BPS method shows competitive performance.
- Significant computational complexity savings of 92% (simple) and 40% (hybrid) are achieved compared to two-stage BPS (2S-BPS).
Conclusions:
- The proposed PCA-based NDA-CPR algorithm offers a low-complexity and effective solution for optical communications.
- It demonstrates superior performance at low SNR and reduced computational load.
- The algorithm is suitable for practical hardware implementation, enhancing system efficiency.
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