CN109347776B - A Differential Phase Amplitude Ratio Optical Communication Signal Modulation Format Recognition Method - Google Patents
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Abstract
Description
技术领域technical field
本发明涉及一种差分相位幅度比的光通信信号调制格式识别方法,属于调制识别技术领域。The invention relates to an optical communication signal modulation format identification method with differential phase amplitude ratio, and belongs to the technical field of modulation identification.
背景技术Background technique
为了满足日益增长的全球IP业务容量需求,光网络正在从传统的固定网络向灵活及自适应的弹性光网络架构发展。研究表明多进制的幅度相位联合调制(MQAM)格式,通过硬件配置来改变M3,就可以实现发射变比特率的信号。对于多种调制格式灵活切换的弹性光网络而言,光接收机需要具备对不同调制格式自适应盲识别的能力,从而为接收机后续的数字信号处理,如载波相位噪声估计、频偏补偿提供必要的调制格式信息。In order to meet the increasing global IP service capacity requirements, optical networks are developing from traditional fixed networks to flexible and adaptive elastic optical network architectures. The research shows that the multi-level combined amplitude and phase modulation (MQAM) format can realize the transmission of signals with variable bit rate by changing M3 through hardware configuration. For an elastic optical network with flexible switching of multiple modulation formats, the optical receiver needs to have the ability to adaptively and blindly identify different modulation formats, so as to provide the receiver with subsequent digital signal processing, such as carrier phase noise estimation and frequency offset compensation. Necessary modulation format information.
因此,光通信信号调制格式识别技术备受关注。2015年,有研究人员提出基于计算峰均功率比(PAPR)的调制格式盲识别技术:相干光接收数据经过模数转换、色散和偏振模色散均衡后,计算数据的峰均功率比(PAPR),通过光信噪比(OSNR)与PAPR的对应关系,识别调制格式。该方法需要预先知道光信号的OSNR。近年来,深度学习(deep learning,DL)是一个热门的研究领域。基于DL的MFI方法也被提出。有研究者提出基于星座图分析的卷积神经网络调制格式识别算法,其缺点是与载波相位噪声恢复算法捆绑在一起,限制了该方法的应用范围。也有研究者提出将识别信号幅度直方图分布模式的深度神经网络(Deep NeuralNetworks,DNN)用于调制格式识别。然而,在这些DL方法需要广泛的训练数据集和巨大的计算量。基于归一化分布函数(CDF)曲线的归一化幅度来识别调制格式的方法,则需要预先建立所有可能调制格式的参考CDF作为数据库。Therefore, optical communication signal modulation format identification technology has attracted much attention. In 2015, some researchers proposed a modulation format blind identification technology based on the calculation of the peak-to-average power ratio (PAPR): after the coherent light receiving data is subjected to analog-to-digital conversion, dispersion and polarization mode dispersion equalization, the peak-to-average power ratio (PAPR) of the data is calculated. , and identify the modulation format through the correspondence between optical signal-to-noise ratio (OSNR) and PAPR. This method requires prior knowledge of the OSNR of the optical signal. In recent years, deep learning (DL) is a hot research field. DL-based MFI methods have also been proposed. Some researchers have proposed a convolutional neural network modulation format recognition algorithm based on constellation diagram analysis, but its disadvantage is that it is bundled with the carrier phase noise recovery algorithm, which limits the application range of this method. Some researchers also proposed to use Deep Neural Networks (DNN) to identify the distribution pattern of signal amplitude histogram for modulation format identification. However, in these DL methods, extensive training datasets and huge computational effort are required. For the method of identifying the modulation format based on the normalized amplitude of the normalized distribution function (CDF) curve, a reference CDF of all possible modulation formats needs to be established as a database in advance.
本申请拟通过计算差分相位分布比(differential phase distribution ratio,DPDR)和平均振幅比(average of amplitude ratio,AAR)来识别出相干光传输系统中最常用的三种格式:QPSK、16QAM和64QAM。The present application intends to identify the three most commonly used formats in coherent optical transmission systems: QPSK, 16QAM and 64QAM by calculating differential phase distribution ratio (DPDR) and average amplitude ratio (AAR).
发明内容SUMMARY OF THE INVENTION
本发明的目的在于克服现有光通信信号调制格式识别方法存在的复杂度高以及OSNR要求高的技术缺陷,提出了一种差分相位幅度比的光通信信号调制格式识别方法。The purpose of the present invention is to overcome the technical defects of high complexity and high OSNR requirement in the existing optical communication signal modulation format identification method, and propose a differential phase amplitude ratio optical communication signal modulation format identification method.
本方法的核心思想为:基于差分相位分布比DPDR和平均振幅比AAR,并定义调制格式识别因子R:DPDR和AAR的乘积,来区分信号调制格式是QPSK、16QAM还是64QAM。The core idea of this method is: based on the differential phase distribution ratio DPDR and the average amplitude ratio AAR, and define the modulation format identification factor R: the product of DPDR and AAR, to distinguish whether the signal modulation format is QPSK, 16QAM or 64QAM.
一种差分相位幅度比的光通信信号调制格式识别方法所依托的接收机主要包括相干检测单元、前端均衡单元、色散补偿单元、时钟恢复单元、频偏补偿单元、频偏自适应补偿单元、调制格式自适应识别模块、自适应均衡单元、载波相位恢复单元以及判决与译码单元;A receiver based on a differential phase-amplitude ratio optical communication signal modulation format identification method mainly includes a coherent detection unit, a front-end equalization unit, a dispersion compensation unit, a clock recovery unit, a frequency offset compensation unit, a frequency offset adaptive compensation unit, and a modulation unit. A format adaptive identification module, an adaptive equalization unit, a carrier phase recovery unit, and a judgment and decoding unit;
其中,调制格式自适应识别模块又称为MFI模块;Among them, the modulation format adaptive identification module is also called the MFI module;
接收机内各模块及单元的连接关系如下:The connection relationship of each module and unit in the receiver is as follows:
相干检测单元和前端均衡单元;前端均衡单元和色散补偿单元相连;色散补偿单元和时钟恢复单元相连,时钟恢复单元和频偏补偿单元相连;频偏补偿单元和MFI模块相连;MFI模块和自适应均衡单元相连;自适应均衡单元和载波相位恢复单元相连;载波相位恢复单元和判决与译码单元相连;The coherent detection unit is connected with the front-end equalization unit; the front-end equalization unit is connected with the dispersion compensation unit; the dispersion compensation unit is connected with the clock recovery unit, the clock recovery unit is connected with the frequency offset compensation unit; the frequency offset compensation unit is connected with the MFI module; the MFI module is connected with the adaptive The equalization unit is connected; the adaptive equalization unit is connected with the carrier phase recovery unit; the carrier phase recovery unit is connected with the judgment and decoding unit;
一种差分相位幅度比的光通信信号调制格式识别方法,即接收机的工作过程,包括如下步骤:A method for identifying a modulation format of an optical communication signal with a differential phase amplitude ratio, that is, a working process of a receiver, comprising the following steps:
步骤A、对输入的待检测光通信信号在相干检测单元中进行相干检测;Step A, performing coherent detection on the input optical communication signal to be detected in the coherent detection unit;
步骤B、对步骤A相干检测输出的信号在前端均衡单元中进行前端均衡;Step B, carry out front-end equalization in the front-end equalization unit to the signal output by the coherent detection of step A;
步骤C、对步骤B前端均衡后的输出信号在色散补偿单元中进行色散补偿;Step C, perform dispersion compensation in the dispersion compensation unit on the output signal after the front-end equalization of step B;
步骤D、对步骤C色散补偿后的信号在时钟恢复单元中进行时钟恢复;Step D, performing clock recovery on the signal after the dispersion compensation in Step C in a clock recovery unit;
步骤E、对步骤D时钟恢复的信号在频偏补偿单元中进行载波频偏补偿;Step E, carry out carrier frequency offset compensation in the frequency offset compensation unit to the signal recovered by the clock of step D;
其中,载波频偏补偿后的信号可以表达为(1):Among them, the signal after carrier frequency offset compensation can be expressed as (1):
其中,An表示载波频偏补偿后信号Sn的幅度,j表示虚部单位,an表示载波频偏补偿后信号的调制相位;θn表示载波频偏补偿后信号的相位噪声;N表示采样点总数;n表示采样点序号,其取值范围为1到N;当激光器线宽少于10MHz时,相邻符号的相位噪声差异被认为近似相等,即θn+1≈θn,因此,载波频偏补偿后信号相邻符号间的相位差近似为: Among them, An represents the amplitude of the signal Sn after the carrier frequency offset compensation, j represents the unit of the imaginary part, an n represents the modulation phase of the signal after the carrier frequency offset compensation; θ n represents the phase noise of the signal after the carrier frequency offset compensation; N represents The total number of sampling points; n represents the number of sampling points, and its value ranges from 1 to N; when the laser line width is less than 10MHz, the phase noise difference of adjacent symbols is considered to be approximately equal, that is, θ n+1 ≈ θ n , so , the phase difference between adjacent symbols of the signal after carrier frequency offset compensation is approximately:
步骤F、基于步骤E频偏补偿后输出的信号在MFI模块中计算AAR和DPDR;Step F, calculate AAR and DPDR in the MFI module based on the signal output after the frequency offset compensation in step E;
其中,AAR代表平均振幅比,DPDR代表差分相位分布比;Among them, AAR represents the average amplitude ratio, and DPDR represents the differential phase distribution ratio;
AAR的计算表达式如下(2):The calculation expression of AAR is as follows (2):
其中,γn=max(An,An+1)/min(An,An+1);max(An,An+1)表示An和An+1两者中的较大的那个,min(An,An+1);表示An和An+1两者中的较小的那个;Among them, γ n =max(A n ,A n+1 )/min(A n ,A n+1 ); max(A n ,A n+1 ) represents the ratio of An and A n+1 The larger one, min(A n , A n+1 ); represents the smaller one of An and A n +1 ;
DPDR的计算表达式如下(3):The calculation expression of DPDR is as follows (3):
其中,若为真则Θ=1,否则Θ=0;其中,ξ为阈值,ξ需要进行优化选择,优化选择的标准是将不同信噪比光信号的调制格式区分开来;Among them, if If true, Θ=1, otherwise Θ=0; where ξ is the threshold, and ξ needs to be optimally selected, and the criterion for optimal selection is to distinguish the modulation formats of optical signals with different signal-to-noise ratios;
步骤G、在MFI模块中计算AAR和DPDR的乘积,并称之为调制格式识别因子R;Step G, calculate the product of AAR and DPDR in the MFI module, and call it the modulation format identification factor R;
步骤G具体表达为公式(4):Step G is specifically expressed as formula (4):
R=η(ξ)·γ (4)R=η(ξ) γ (4)
步骤H、基于计算的调制格式识别因子对步骤E载波频偏补偿单元输出的信号识别光信号调制格式:Step H, identify the optical signal modulation format for the signal output by the carrier frequency offset compensation unit in step E based on the calculated modulation format identification factor:
若R小于13,则光信号调制格式为QPSK;If R is less than 13, the optical signal modulation format is QPSK;
若R大于等于13且小于28,则光信号调制格式为16QAM;If R is greater than or equal to 13 and less than 28, the optical signal modulation format is 16QAM;
若R大于等于28,则光信号调制格式为64QAM;If R is greater than or equal to 28, the optical signal modulation format is 64QAM;
步骤I、根据步骤H识别的光信号调制格式,在自适应均衡单元中进行自适应均衡;
步骤J、对步骤H自适应均衡输出的结果在载波相位恢复单元中进行载波相位恢复;Step J, carry out carrier phase recovery in the carrier phase recovery unit to the result of step H adaptive equalization output;
步骤K、对步骤J载波相位恢复输出的结果在判决与译码单元中进行判决和译码。In step K, the result of the carrier phase recovery output in step J is judged and decoded in the judgment and decoding unit.
有益效果beneficial effect
本发明提出的一种差分相位幅度比的光通信信号调制格式识别方法,与现有技术相比,具有如下有益效果:Compared with the prior art, a method for identifying a modulation format of an optical communication signal with a differential phase amplitude ratio proposed by the present invention has the following beneficial effects:
1.本方法在OSNR不小于12dB的时候能够识别光信号调制格式,且不需要载波恢复;1. This method can identify the optical signal modulation format when the OSNR is not less than 12dB, and does not require carrier recovery;
2.本方法不需要大量的训练数据集和复杂的计算;2. This method does not require a large number of training data sets and complex calculations;
3.本方法的实验和仿真结果表明输入信号的OSNR不小于12dB时,所提出的方法能够识别出QPSK、16QAM和64QAM三种调制方式。3. The experimental and simulation results of this method show that when the OSNR of the input signal is not less than 12dB, the proposed method can identify three modulation modes: QPSK, 16QAM and 64QAM.
附图说明Description of drawings
图1为本发明一种差分相位幅度比的光通信信号调制格式识别方法所基于的系统框图及连接关系;1 is a system block diagram and a connection relationship based on a method for identifying a modulation format of an optical communication signal with a differential phase amplitude ratio according to the present invention;
图2为本发明一种差分相位幅度比的光通信信号调制格式识别方法具体实施时的系统设置与场景;Fig. 2 is the system setting and scene when a kind of optical communication signal modulation format identification method of differential phase amplitude ratio of the present invention is concretely implemented;
图3为本发明一种差分相位幅度比的光通信信号调制格式识别方法具体实施时步骤F的仿真结果;Fig. 3 is the simulation result of step F when a kind of optical communication signal modulation format identification method of differential phase amplitude ratio of the present invention is concretely implemented;
图4为本发明一种差分相位幅度比的光通信信号调制格式识别方法步骤G的仿真结果。FIG. 4 is a simulation result of step G of a method for identifying a modulation format of an optical communication signal based on a differential phase-to-amplitude ratio of the present invention.
具体实施方式Detailed ways
下面结合附图与具体实施方式对本发明作进一步说明。The present invention will be further described below with reference to the accompanying drawings and specific embodiments.
实施例1Example 1
本实施例叙述了采用本发明所述的一种差分相位幅度比的光通信信号调制格式识别方法的具体实施。This embodiment describes the specific implementation of the optical communication signal modulation format identification method using the differential phase amplitude ratio described in the present invention.
图1为本发明一种差分相位幅度比的光通信信号调制格式识别方法所基于的系统框图及连接关系;图2为具体实施时的系统设计。FIG. 1 is a system block diagram and connection relationship based on a method for identifying a modulation format of an optical communication signal based on a differential phase-to-amplitude ratio; FIG. 2 is a system design during specific implementation.
在图2中,在发射端,连续波激光器,即CW Laser被IQ调制器即In Figure 2, at the transmitting end, the continuous wave laser, namely the CW Laser, is controlled by the IQ modulator, namely
IQMod,调制;在IQ调制器中,I路和Q路信号被任意波形发生器生成的两个随机比特序列所调制;发射的激光信号为1550nm,线宽5kHz。IQMod, modulation; in the IQ modulator, the I-channel and Q-channel signals are modulated by two random bit sequences generated by an arbitrary waveform generator; the emitted laser signal is 1550nm, with a line width of 5kHz.
IQ调制器分别产生10G波特速率的QPSK、16QAM以及64QAM三种调制信号,发射功率为0dBm,此信号经过100k标准光纤传输。传输后的光信号被第一掺铒光纤放大器EDFA 1放大,通过3dB耦合器与第二掺铒光纤放大器EDFA 2产生的自发辐射光噪声混合。The IQ modulator generates three modulation signals of 10G baud rate, QPSK, 16QAM and 64QAM, respectively. The transmit power is 0dBm. This signal is transmitted through 100k standard optical fiber. The transmitted optical signal is amplified by the first erbium-doped
其中,被测光信号的信噪比是通过光谱仪OSA测量的。为了改变被测光信号的信噪比,通过调节光衰减器Att改变EDFA 2产生的自发辐射光噪声功率的大小。Among them, the signal-to-noise ratio of the measured optical signal is measured by the spectrometer OSA. In order to change the signal-to-noise ratio of the measured optical signal, the optical noise power of spontaneous emission generated by the
传输后的光信号与自发辐射光噪声混合后是被识别调制格式的光信号,其与本振激光器耦合到光混频器中;在光混频器中进行混波,然后平衡探测器进行相干解调。After the transmitted optical signal is mixed with spontaneous emission optical noise, the optical signal of the identified modulation format is coupled with the local oscillator laser into the optical mixer; the mixing is performed in the optical mixer, and then the detector is balanced for coherence demodulation.
图3为本发明一种差分相位幅度比的光通信信号调制格式识别方法具体实施时步骤F中AAR的仿真结果;从图3可以看出,对于不同调制方式,计算出的平均振幅比已经能对三种调制方式进行比较好的区分。Fig. 3 is the simulation result of AAR in step F when the optical communication signal modulation format identification method of differential phase amplitude ratio of the present invention is specifically implemented; it can be seen from Fig. 3 that for different modulation methods, the calculated average amplitude ratio has been able to A good distinction is made between the three modulation methods.
为进一步提升区分性能,引入调制格式识别因子R,仿真结果如图4所示。In order to further improve the discrimination performance, the modulation format identification factor R is introduced, and the simulation results are shown in Figure 4.
图4为本发明一种差分相位幅度比的光通信信号调制格式识别方法的仿真结果。具体应用于back-to-back系统中。FIG. 4 is a simulation result of a method for identifying a modulation format of an optical communication signal based on a differential phase-to-amplitude ratio according to the present invention. Specifically used in back-to-back systems.
从图4可以明显看出,调制格式识别因子R能很好区分三种调制方式的光信号,即使在OSNR=10dB的时候,依然能够明显区分开来。It can be clearly seen from FIG. 4 that the modulation format identification factor R can well distinguish the optical signals of the three modulation modes, even when OSNR=10dB, it can still be clearly distinguished.
以上所述为本发明的较佳实施例而已,本发明不应该局限于该实施例和附图所公开的内容。凡是不脱离本发明所公开的精神下完成的等效或修改,都落入本发明保护的范围。The above descriptions are only the preferred embodiments of the present invention, and the present invention should not be limited to the contents disclosed in the embodiments and the accompanying drawings. All equivalents or modifications accomplished without departing from the disclosed spirit of the present invention fall into the protection scope of the present invention.
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