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http://hdl.handle.net/10397/95335
| Title: | Algorithms for blind separation and estimation of transmitter and receiver IQ imbalances | Authors: | Zhang, Q Yang, Y Guo, C Zhou, X Yao, Y Lau, APT Lu, C |
Issue Date: | 15-May-2019 | Source: | Journal of lightwave technology, 15 May 2019, v. 37, no. 10, 8643374, p. 2201-2208 | Abstract: | We propose a blind transmitter (Tx) and receiver (Rx) in-phase/quadrature (IQ) amplitude and phase imbalances estimation scheme based on a combination of analytical modeling and clustering algorithms. The proposed scheme can isolate and separately estimate Tx and Rx phase and amplitude imbalances, applicable to high-order multi-modulus signals, and hence, is a great physical-layer-monitoring tool for network disaggregation. We first estimate the Rx imbalances by identifying the fact that the received signal distribution in presence of laser frequency offset (FO), phase noise (PN), and Rx imbalance forms concentric ellipses. A convex hull assisted ellipse correction algorithm is used to determine the Rx IQ imbalance parameters that best match the ellipses. Standard laser FO compensation algorithm follows. A k-means clustering assisted blind phase search algorithm is then employed to mitigate the PN in presence of Tx imbalances. Finally, another iterative k-means clustering procedure is used to estimate the Tx IQ imbalances. The proposed scheme is evaluated experimentally for 34 Gbaud QPSK and 16-quadratic-amplitude modulation signals. The accurate estimation for a wide range of Tx and Rx IQ imbalances and good robustness to amplified spontaneous emission noise is demonstrated. | Keywords: | Digital signal processing Machine learning Optical fiber communication Parameter estimation |
Publisher: | Institute of Electrical and Electronics Engineers | Journal: | Journal of lightwave technology | ISSN: | 0733-8724 | EISSN: | 1558-2213 | DOI: | 10.1109/JLT.2019.2899833 | Rights: | © 2019 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works. The following publication Q. Zhang et al., "Algorithms for Blind Separation and Estimation of Transmitter and Receiver IQ Imbalances," in Journal of Lightwave Technology, vol. 37, no. 10, pp. 2201-2208, 15 May, 2019 is available at https://doi.org/10.1109/JLT.2019.2899833. |
| Appears in Collections: | Journal/Magazine Article |
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| File | Description | Size | Format | |
|---|---|---|---|---|
| Algorithms_For_Blind.pdf | Pre-Published version | 2.72 MB | Adobe PDF | View/Open |
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