Techniques for blind equalization of high-order quadrature amplitude modulation signals
US-2015270921-A1 · Sep 24, 2015 · US
US9692548B2 · US · B2
| Field | Value |
|---|---|
| Publication number | US-9692548-B2 |
| Application number | US-201514661850-A |
| Country | US |
| Kind code | B2 |
| Filing date | Mar 18, 2015 |
| Priority date | Mar 19, 2014 |
| Publication date | Jun 27, 2017 |
| Grant date | Jun 27, 2017 |
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A blind equalization technique of high-order QAM signals is provided. A method implemented at a receiver-side in an optical communication network receives an optical signal and performs a two-step polarization tracking process on the received optical signal. Using another method, a polarization multiplexed optical transmission is received by a receiver and a polarization tracking process is performed by applying two different algorithms in parallel. One algorithm may be a decision directed least means square (DD-LMS) algorithm. Another algorithm may be a constant modulus algorithm (CMA).
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What is claimed is: 1. A method of optical communication, implemented at a receiver-side in an optical communication network, comprising: receiving a polarization multiplexed optical signal; and performing a two-step polarization tracking process on the received optical signal to recover data carried by the polarization multiplexed optical signal; and performing a phase recovery; wherein the two-step polarization tracking process includes a first step and a second step; wherein the first step employs two different error calculation algorithms in parallel to produce estimated coefficients of a finite impulse response process having a first mean square error (MSE); wherein the second step inherits the estimated coefficients as an initial condition and updates the estimated coefficients for data recovery to obtain a second MSE that is lower than the first MSE; and wherein the phase recovery is performed during the two-step polarization tracking process using a hybrid binary phase search (BPS) and a maximum likelihood (ML) algorithm. 2. The method of claim 1 , the performing of the two-step polarization tracking process including: performing the first step of the two-step polarization tracking process until an equalization process reaches a steady state; and performing the second step of the two-step polarization tracking process using coefficients of finite impulse response (FIR) filters that are obtained at the steady state. 3. The method of claim 1 , wherein the two different error calculation algorithms include a decision directed error calculation and a constant modulus based error calculation. 4. An optical receiver apparatus, comprising: a receiver module that receives an optical signal; a polarization tracking module that calculates feedback error and updates coefficients of a finite impulse response (FIR) process by performing a two-step polarization tracking process on the received optical signal, thereby providing digital signals, wherein the two-step polarization tracking process comprises a first step that employs two different error calculation algorithms in parallel to produce estimated coefficients of the finite impulse response process having a first mean square error (MSE) and a second step that inherits the estimated coefficients as an initial condition to and updates the estimated coefficients to obtain a second MSE that is lower than the first MSE; and a carrier recovery module performing a phase recovery by receiving the digital signals and estimating an optimal phase angle of the digital signals, wherein the phase recovery is performed during the two-step polarization tracking process using a hybrid binary phase search (BPS) and a maximum likelihood (ML) algorithm. 5. The apparatus of claim 4 , wherein the polarization tracking module is configured to perform a first step of the two-step polarization tracking process to reach a steady state and perform a second step of the two-step polarization tracking process using coefficients of FIR filters that are obtained at the steady state. 6. The apparatus of claim 4 , wherein the two different error calculation algorithms include decision directed least mean square (DD-LMS) based error calculation and the second error calculation algorithm includes constant modulus algorithm (CMA) based error calculation. 7. An optical receiver apparatus, comprising: a computer-readable memory that stores program instructions, and a digital signal processor that reads the program instructions and implements a method, comprising: receiving a polarization multiplexed optical signal; performing a two-step polarization tracking process on the received optical signal to recover data carried by the polarization multiplexed optical signal; and performing a phase recovery; wherein the two-step polarization tracking process includes a first step and a second step; wherein the first step employs two different error calculation algorithms in parallel to produce estimated coefficients of a finite impulse response process having a first mean square error (MSE); wherein the second step inherits the estimated coefficients as an initial condition and updates the estimated coefficients for data recovery to obtain a second MSE that is lower than the first MSE; and wherein the phase recovery is performed during the two-step polarization tracking process using a hybrid binary phase search (BPS) and a maximum likelihood (ML) algorithm. 8. The apparatus of claim 7 , wherein the performing of the two-step polarization tracking process includes: performing the first step of the two-step polarization tracking process until an equalization process reaches a steady state; and performing the second step of the two-step polarization tracking process using coefficients of finite impulse response (FIR) filters that are obtained at the steady state. 9. The apparatus of claim 7 , wherein the two different error calculation algorithms include a decision directed error calculation and a constant modulus based error calculation. 10. The method of claim 1 , wherein the second step employs a decision directed error calculation algorithm. 11. The method of claim 10 , wherein a scaling factor of 2 is added to the decision directed error calculation algorithm. 12. The apparatus of claim of 4 , wherein the second step employs an enhanced decision directed least mean square (DD-LMS) based error calculation algorithm. 13. The apparatus of claim of 12 , wherein a scaling factor of 2 is added to the enhanced DD-LMS based error calculation algorithm. 14. The apparatus of claim 7 , wherein the second step employs a decision directed error calculation algorithm. 15. The apparatus of claim 14 , wherein a scaling factor of 2 is added to the decision directed error calculation algorithm.
Estimation of the phase of the received optical signal, phase error estimation or phase error correction · CPC title
for optical signals modulated with a format different from binary or higher-order PSK [X-PSK], e.g. QAM, DPSK, FSK, MSK, ASK · CPC title
Polarisation demultiplexing, tracking or alignment of orthogonal polarisation components · CPC title
arrangements specific to the receiver · CPC title
including phase diversity, e.g., having in-phase and quadrature branches, as in QPSK coherent receivers · CPC title
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