CN110034827A - A kind of depolarization multiplexing method and system based on reverse observation error - Google Patents

A kind of depolarization multiplexing method and system based on reverse observation error Download PDF

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CN110034827A
CN110034827A CN201910227443.7A CN201910227443A CN110034827A CN 110034827 A CN110034827 A CN 110034827A CN 201910227443 A CN201910227443 A CN 201910227443A CN 110034827 A CN110034827 A CN 110034827A
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error
matrix
module
demultiplexing
depolarization
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CN110034827B (en
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葛晓虎
智捷
王龙飞
张江山
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Huazhong University of Science and Technology
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    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04BTRANSMISSION
    • H04B10/00Transmission systems employing electromagnetic waves other than radio-waves, e.g. infrared, visible or ultraviolet light, or employing corpuscular radiation, e.g. quantum communication
    • H04B10/60Receivers
    • H04B10/61Coherent receivers
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04BTRANSMISSION
    • H04B10/00Transmission systems employing electromagnetic waves other than radio-waves, e.g. infrared, visible or ultraviolet light, or employing corpuscular radiation, e.g. quantum communication
    • H04B10/60Receivers
    • H04B10/61Coherent receivers
    • H04B10/616Details of the electronic signal processing in coherent optical receivers
    • H04B10/6162Compensation of polarization related effects, e.g., PMD, PDL
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04BTRANSMISSION
    • H04B10/00Transmission systems employing electromagnetic waves other than radio-waves, e.g. infrared, visible or ultraviolet light, or employing corpuscular radiation, e.g. quantum communication
    • H04B10/60Receivers
    • H04B10/61Coherent receivers
    • H04B10/616Details of the electronic signal processing in coherent optical receivers
    • H04B10/6165Estimation of the phase of the received optical signal, phase error estimation or phase error correction

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  • Physics & Mathematics (AREA)
  • Electromagnetism (AREA)
  • Engineering & Computer Science (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Signal Processing (AREA)
  • Optical Communication System (AREA)

Abstract

The invention discloses a kind of depolarization multiplexing methods based on reverse observation error, belong to coherent light communication technical field.The method of the present invention initializes demultiplexing matrix A (n), the matrix that the demultiplexing matrix is one 2 × 2 first;Two-way polarization state signal X'(n), Y'(n) is inputted into demultiplexing matrix again and obtains demultiplexed signal;The constellation point X nearest apart from demultiplexed signal is found out later#(n)、Y#(n), demultiplexed signal and constellation point X are calculated#(n)、Y#(n) the preliminary error ε between1(n);Again by constellation point X#(n)、Y#(n) the inverse matrix A of input demultiplexing matrix A (n)‑1(n) pseudo- observation signal X " (n), Y " (n) are obtained, constellation point X is calculated#(n)、Y#(n) the reverse observation error ε between puppet observation signal X " (n), Y " (n)2(n);Gradient descent method is reused, preliminary error ε is substituted into1(n) and reverse observation error ε2(n) multiplex matrices A (n) is updated;Above step is finally repeated, solution obtains demultiplexed signal and updates demultiplexing matrix A (n).The invention also achieves a kind of depolarization multiplex systems based on reverse observation error.The present invention effectively raises the convergence rate of depolarization multiplexing algorithm.

Description

A kind of depolarization multiplexing method and system based on reverse observation error
Technical field
The invention belongs to coherent light communication technical fields, inclined more particularly, to a kind of solution based on reverse observation error Vibration multiplexing method and system.
Background technique
With the rapidly growth of communication service, the promotion of power system capacity is imperative.Polarization multiplexing The polarization characteristic that (Polarization Multiplexing, PM) utilizes light to transmit in single mode optical fiber is equal by transmission wavelength Two independent and mutually orthogonal polarization states as independent channel distinguish transmitting two paths of signals, significantly improved power system capacity, Increase the availability of frequency spectrum.
Since to will receive polarization mode dispersion, Polarization Dependent Loss and input signal in transmission process non-for two polarization states The influence of the factors such as orthogonal, so that polarization state changes to form mutual crosstalk.Under atrocious weather environment, thunder and lightning Faraday effect caused by the high-intensity magnetic field that the heavy current of generation induces will cause the quick polarization state rotation of light, this is to reception The demultiplexing convergence speed of the algorithm at end is a stern challenge.
In conventional method the most commonly used is palarization multiplexing algorithm be permanent mould (Constant Modulus Algorithm, CMA) algorithm, constant modulus algorithm utilize the structure of butterfly, constantly structural parameters are adjusted by error function, to reach depolarization The purpose of multiplexing, algorithm complexity is low, realizes simply, but its error function is only concerned the modulus value of complex signal, for phase noise It is extremely sensitive, and it is only applicable to 4QAM modulation format.Although there is the improvement constant modulus algorithm based on this algorithm to solve phase noise Problem, and the multi-modulus algorithm based on judgement are suitable for the modulation format of higher order, but its algorithm the convergence speed excessively slowly can not be Stable demultiplexing is realized under lightning environment.Therefore we need a kind of faster algorithm of convergence rate to cause to realize to lightning Quick polarization state rotation tracking.
Summary of the invention
Aiming at the above defects or improvement requirements of the prior art, the present invention provides a kind of solutions based on reverse observation error Palarization multiplexing method and system, its object is to effectively raise solution by introducing reverse this new dimension of observation error Palarization multiplexing convergence speed of the algorithm.Thus the technical issues of polarization state is tracked under lightning environment is solved.
To achieve the above object, described the present invention provides a kind of depolarization multiplexing method based on reverse observation error Method specifically includes the following steps:
(1) initialization demultiplexing matrix A (n), the matrix that demultiplexing matrix A (n) is one 2 × 2;
(2) two-way polarization state signal X'(n), Y'(n) input A (n) is obtained into demultiplexed signal X#'(n)、Y#'(n);
(3) distance X is found out#'(n)、Y#'(n) nearest constellation point X#(n)、Y#(n), X is calculated#'(n)、Y#'(n) and X#(n)、 Y#(n) the preliminary error ε between1(n);
(4) by constellation point X#(n)、Y#(n) the inverse matrix A of input demultiplexing matrix A (n)-1(n) pseudo- observation signal X " is obtained (n), Y " (n) calculates X#(n)、Y#(n) the reverse observation error ε between X " (n), Y " (n)2(n);
(5) gradient descent method is used, error ε is substituted into1(n) and error ε2(n) multiplex matrices A (n) is updated;
(6) n=n+1 repeats step (2)~(5), exports demultiplexed signal X#'(n)、Y#'(n) and demultiplexing matrix is updated A(n)。
Further, the error ε1(n) calculation formula is as follows:
Wherein,WithRespectively indicate X#'(n) real and imaginary parts;WithIt respectively indicates X#(n) real and imaginary parts.
Further, the error ε2(n) calculation formula is as follows:
ε2(n)=(X "r(n)2-X′r(n)2)2+(X"i(n)2-X′i(n)2)2
Wherein, X "r(n) and X "i(n) " the real and imaginary parts of (n) that respectively indicate X;X′r(n) and X 'i(n) X' is respectively indicated (n) real and imaginary parts.
Further, described (5) specifically:
Solve parameter
Solve parameter
It updates matrix A (n):
Wherein, α, β are weight factor, μ1、μ2For Learning Step.
It is another aspect of this invention to provide that the present invention provides a kind of, the depolarization based on reverse observation error is multiplexed system System, the system comprises successively run with lower module:
Initialization module, for initializing demultiplexing matrix A (n), the square that demultiplexing matrix A (n) is one 2 × 2 Battle array;
Demultiplexing module, for two-way polarization state signal X'(n), Y'(n) input A (n) to be obtained demultiplexed signal X#' (n)、Y#'(n);
Preliminary error solves module, for finding out distance X#'(n)、Y#'(n) nearest constellation point X#(n)、Y#(n), it calculates X#'(n)、Y#'(n) and X#(n)、Y#(n) the preliminary error ε between1(n);
Reverse observation error solves module, is used for constellation point X#(n)、Y#(n) inverse matrix of input demultiplexing matrix A (n) A-1(n) pseudo- observation signal X " (n), Y " (n) are obtained, X is calculated#(n)、Y#(n) the reverse observation error between X " (n), Y " (n) ε2(n);
Matrix update module substitutes into error ε for using gradient descent method1(n) and error ε2(n) multiplex matrices A is updated (n);
Iterative solution palarization multiplexing module repeats successively to execute demultiplexing module, preliminary error solution mould for setting n=n+1 Block, reverse observation error solve module, matrix update module, export demultiplexed signal X#'(n)、Y#'(n) and demultiplexing square is updated Battle array A (n).
Further, the preliminary error solves error ε in module1(n) calculation formula is as follows:
Wherein,WithRespectively indicate X#'(n) real and imaginary parts;WithIt respectively indicates X#(n) real and imaginary parts.
Further, the reverse observation error solves error ε in module2(n) calculation formula is as follows:
ε2(n)=(X "r(n)2-X′r(n)2)2+(X"i(n)2-X′i(n)2)2
Wherein, X "r(n) and X "i(n) " the real and imaginary parts of (n) that respectively indicate X;X′r(n) and X 'i(n) X' is respectively indicated (n) real and imaginary parts.
Further, the iterative solution palarization multiplexing module is specifically used for:
Solve parameter
Solve parameter
It updates matrix A (n):
Wherein, α, β are weight factor, μ1、μ2For Learning Step.
In general, through the invention it is contemplated above technical scheme is compared with the prior art, have below beneficial to effect Fruit:
(1) the application dimension that this is new by reverse observation error introduces depolarization multiplexing method, effectively raises solution Thus palarization multiplexing convergence speed of the algorithm solves the technical issues of polarization state is tracked under lightning environment;
(2) to error ε in the application1(n) and ε2(n) method for using real and imaginary parts separate computations, can effectively correct The damage of phase caused by channel;
(3) gradient descent method used herein updates multiplex matrices A (n), and this method belongs to single order optimisation technique, structure Simply, facilitate calculating, spend the time less.
Detailed description of the invention
Fig. 1 is the signal processing flow schematic diagram of depolarization multiplexing algorithm in the embodiment of the present application;
Fig. 2 is the signal constellation (in digital modulation) schematic diagram of depolarization multiplexing algorithm in the embodiment of the present application.
Specific embodiment
In order to make the objectives, technical solutions, and advantages of the present invention clearer, with reference to the accompanying drawings and embodiments, right The present invention is further elaborated.It should be appreciated that described herein, specific examples are only used to explain the present invention, not For limiting the present invention.As long as in addition, technical characteristic involved in the various embodiments of the present invention described below that Not constituting conflict between this can be combined with each other.
As shown in Figure 1, being that the signal processing flow of the depolarization multiplexing algorithm in embodiment based on reverse observation error shows It is intended to;The signal wherein respectively carried for two mutually orthogonal polarization states of transmitting terminal X, Y, by the transmission of fiber channel, letter Road available channel matrix T is simulated, the Jones matrix that matrix T is one 2 × 2, obtains drawing since polarization state rotates in receiving end Signal X', Y' after two-way crosstalk are played, depolarization multiplex matrices A is input to, the matrix that matrix A is one 2 × 2 can use one A 2 × 2 matrixTo describe;
Demultiplexed signal X is obtained by demultiplexing matrix#'、Y#'
By being adjudicated apart from nearest principle, find from X#'、Y#'Nearest constellation point remembers that the constellation point is X#、Y#, by X#、Y# Input demultiplexing inverse of a matrix matrix A-1, also referred to as analog channel matrix obtains pseudo- observation signal X ", Y ".
As shown in Fig. 2, being the signal constellation (in digital modulation) schematic diagram of the depolarization multiplexing algorithm in embodiment based on reverse observation error; Wherein demultiplexed signal X#'With judgement constellation point X#Between error be defined as ε1, between pseudo- observation signal X " and observation signal X' Error be defined as ε2;As seen from the figure, the calculation method of error we carried out using the mode that real and imaginary part is opened, it is specific to calculate Formula is as follows:
ε2(n)=(X "r(n)2-X′r(n)2)2+(X"i(n)2-X′i(n)2)2
After obtaining two errors, we seek local derviation to error using gradient descent method, are finally demultiplexed using following formula to update With matrix:
Wherein α and β is weight factor, is responsible for weight when adjustment updates between two errors;μ1、μ2For Learning Step, adjust Whole convergence speed of the algorithm;Specific value needs to be adjusted according to the actual situation, is Learning Step, and Learning Step difference is right Whole system also has an impact, and lesser Learning Step is unfavorable for the scene that high speed changes, and biggish Learning Step is then difficult to surely It is fixed, it is easy to miss optimal value, specific different parameters needs are manually adjusted according to actual scene;Finally we are by introducing reverse see Error is surveyed, demultiplexing algorithm is made to accelerate convergence rate, realizes the tracking of the polarization state rotation of higher speed.
The above content as it will be easily appreciated by one skilled in the art that the foregoing is merely illustrative of the preferred embodiments of the present invention, It is not intended to limit the invention, any modifications, equivalent substitutions and improvements made within the spirit and principles of the present invention, It should all be included in the protection scope of the present invention.

Claims (8)

1. a kind of depolarization multiplexing method based on reverse observation error, which is characterized in that the described method comprises the following steps:
(1) initialization demultiplexing matrix A (n), the matrix that demultiplexing matrix A (n) is one 2 × 2;
(2) two-way polarization state signal X'(n), Y'(n) input A (n) is obtained into demultiplexed signal X#'(n)、Y#'(n);
(3) distance X is found out#'(n)、Y#'(n) nearest constellation point X#(n)、Y#(n), X is calculated#'(n)、Y#'(n) and X#(n)、Y# (n) the preliminary error ε between1(n);
(4) by constellation point X#(n)、Y#(n) the inverse matrix A of input demultiplexing matrix A (n)-1(n) obtain pseudo- observation signal X " (n), Y " (n) calculates X#(n)、Y#(n) the reverse observation error ε between X " (n), Y " (n)2(n);
(5) gradient descent method is used, error ε is substituted into1(n) and error ε2(n) multiplex matrices A (n) is updated;
(6) n=n+1 repeats step (2)~(5), exports demultiplexed signal X#'(n)、Y#' (n) and update demultiplexing matrix A (n)。
2. a kind of depolarization multiplexing method based on reverse observation error according to claim 1, which is characterized in that described Error ε1(n) calculation formula is as follows:
Wherein,WithRespectively indicate X#'(n) real and imaginary parts;WithRespectively indicate X#(n) Real and imaginary parts.
3. a kind of depolarization multiplexing method based on reverse observation error according to claim 1, which is characterized in that described Error ε2(n) calculation formula is as follows:
ε2(n)=(X "r(n)2-X'r(n)2)2+(X”i(n)2-X'i(n)2)2
Wherein, X "r(n) and X "i(n) real and imaginary parts of X " (n) are respectively indicated;X'r(n) and X'i(n) X'(n is respectively indicated) Real and imaginary parts.
4. a kind of depolarization multiplexing method based on reverse observation error according to claim 1, which is characterized in that described (5) specifically:
Solve parameter
Solve parameter
It updates matrix A (n):
Wherein, α, β are weight factor, μ1、μ2For Learning Step.
5. a kind of depolarization multiplex system based on reverse observation error, which is characterized in that the system comprises what is successively run With lower module:
Initialization module, for initializing demultiplexing matrix A (n), the matrix that demultiplexing matrix A (n) is one 2 × 2;
Demultiplexing module, for two-way polarization state signal X'(n), Y'(n) input A (n) to be obtained demultiplexed signal X#'(n)、Y#' (n);
Preliminary error solves module, for finding out distance X#'(n)、Y#'(n) nearest constellation point X#(n)、Y#(n), X is calculated#' (n)、Y#'(n) and X#(n)、Y#(n) the preliminary error ε between1(n);
Reverse observation error solves module, is used for constellation point X#(n)、Y#(n) the inverse matrix A of input demultiplexing matrix A (n)-1 (n) pseudo- observation signal X " (n), Y " (n) are obtained, X is calculated#(n)、Y#(n) the reverse observation error ε between X " (n), Y " (n)2 (n);
Matrix update module substitutes into error ε for using gradient descent method1(n) and error ε2(n) multiplex matrices A (n) is updated;
Iterative solution palarization multiplexing module, for setting n=n+1, repetition successively executes demultiplexing module, preliminary error solves module, Reverse observation error solves module, matrix update module, exports demultiplexed signal X#'(n)、Y#'(n) and demultiplexing matrix A is updated (n)。
6. a kind of depolarization multiplex system based on reverse observation error according to claim 5, which is characterized in that described Preliminary error solves error ε in module1(n) calculation formula is as follows:
Wherein,WithRespectively indicate X#'(n) real and imaginary parts;WithRespectively indicate X#(n) Real and imaginary parts.
7. a kind of depolarization multiplex system based on reverse observation error according to claim 5, which is characterized in that described Reverse observation error solves error ε in module2(n) calculation formula is as follows:
Wherein, X "r(n) and X "i(n) real and imaginary parts of X " (n) are respectively indicated;X'r(n) and X'i(n) X'(n is respectively indicated) Real and imaginary parts.
8. a kind of depolarization multiplex system based on reverse observation error according to claim 5, which is characterized in that described Iterative solution palarization multiplexing module is specifically used for:
Solve parameter
Solve parameter
It updates matrix A (n):
Wherein, α, β are weight factor, μ1、μ2For Learning Step.
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Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN114650097A (en) * 2020-12-21 2022-06-21 富士通株式会社 Polarization state tracking recovery method, device and optical receiver

Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20160315637A1 (en) * 2015-04-24 2016-10-27 Zte Corporation Turbo product coded modulation
CN106875002A (en) * 2017-02-20 2017-06-20 中国石油大学(华东) Complex value neural network training method based on gradient descent method Yu generalized inverse
CN107809282A (en) * 2017-10-13 2018-03-16 北京邮电大学 Equalization methods and equipment in the inclined division multiplexing system of coherent optical-fiber under extreme scenes
US10103799B2 (en) * 2015-03-16 2018-10-16 Lockheed Martin Corporation Apparatus and method for increased data rates in underwater communications using orbital angular momentum
CN108933626A (en) * 2017-05-24 2018-12-04 中兴通讯股份有限公司 A kind of signal processing method and device

Patent Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US10103799B2 (en) * 2015-03-16 2018-10-16 Lockheed Martin Corporation Apparatus and method for increased data rates in underwater communications using orbital angular momentum
US20160315637A1 (en) * 2015-04-24 2016-10-27 Zte Corporation Turbo product coded modulation
CN106875002A (en) * 2017-02-20 2017-06-20 中国石油大学(华东) Complex value neural network training method based on gradient descent method Yu generalized inverse
CN108933626A (en) * 2017-05-24 2018-12-04 中兴通讯股份有限公司 A kind of signal processing method and device
CN107809282A (en) * 2017-10-13 2018-03-16 北京邮电大学 Equalization methods and equipment in the inclined division multiplexing system of coherent optical-fiber under extreme scenes

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
KAZURO KIKUCHI: "Performance analyses of polarization demultiplexing based on constant-modulus algorithm in digital coherent optical receivers", 《OPTICS EXPRESS》 *
童程: "一种改进的光偏分复用16-QAM***盲解复用算法的研究", 《光电子·激光》 *

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN114650097A (en) * 2020-12-21 2022-06-21 富士通株式会社 Polarization state tracking recovery method, device and optical receiver

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