CN113824484A - Data processing method of PAF phased array receiver - Google Patents
Data processing method of PAF phased array receiver Download PDFInfo
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Abstract
本发明公开了一种PAF相控阵接收机数据处理方法,涉及数据处理相关技术领域,具体步骤为:构建模型:根据多波束模型构建波束合成模型;计算波束合成SNR和增益:根据任一接收通道中的中感兴趣的信号与干扰和噪声信号之间的关系获取SNR波束合成输出信号;根据SNR波束合成输出与输入关系计算出阵列的总增益;优化波束合成算法:根据波束合成SNR和增益,确定最小均方误差s;本发明通过对最小均方误差的确定,无失真的响应波束合成,提高射电接收处理系统的整体效率。
The invention discloses a data processing method for a PAF phased array receiver, which relates to the technical field of data processing. The specific steps are: constructing a model: constructing a beam forming model according to a multi-beam model; calculating beam forming SNR and gain: according to any receiving Obtain the SNR beamforming output signal from the relationship between the signal of interest in the channel and the interference and noise signals; calculate the total gain of the array according to the relationship between the SNR beamforming output and the input; optimize the beamforming algorithm: According to the beamforming SNR and gain , determine the minimum mean square error s; the present invention improves the overall efficiency of the radio reception processing system through the determination of the minimum mean square error and the distortion-free response beam synthesis.
Description
技术领域technical field
本发明涉及数据处理相关技术领域,更具体的说是涉及一种PAF相控阵接收机数据处理方法。The invention relates to the technical field of data processing, and more particularly to a data processing method of a PAF phased array receiver.
背景技术Background technique
射电望远镜的视场是体现望远镜巡天能力的重要指标,其表征在任何给定时刻可观测天区的范围。对于一架单口径射电望远镜来说,视场和分辨率均可用半波束功率宽度表述:HPBW=1.02λ/D,其中,λ为观测波长,D为望远镜的直径。大口径射电望远镜通过增加直径D来获得更高的分辨率和灵敏度,但与此同时望远镜的视场随着口径的增加而减小,从而导致单位时间内观测天区的面积减小,如进行脉冲星或暂现源搜寻、分子谱线巡天等观测,同样大小的观测区域,视场小的望远镜将花费更多的观测时间。口径和视场似乎成为大口径望远镜不可回避的矛盾。然而,多波束接收机的出现打破了这一局面。The field of view of a radio telescope is an important indicator of the telescope's ability to survey the sky, which represents the range of the observable sky area at any given moment. For a single-aperture radio telescope, the field of view and resolution can be expressed by the half-beam power width: HPBW=1.02λ/D, where λ is the observation wavelength and D is the diameter of the telescope. Large-diameter radio telescopes can obtain higher resolution and sensitivity by increasing the diameter D, but at the same time, the field of view of the telescope decreases with the increase of the diameter, resulting in a reduction in the area of the observed sky per unit time. For observations such as pulsar or transient source search, molecular spectral line surveys, etc., the observation area of the same size, the telescope with a small field of view will take more observation time. Aperture and field of view seem to be an unavoidable contradiction for large-aperture telescopes. However, the advent of multi-beam receivers has broken this situation.
相控阵馈源(Phased Array Feed,PAF)是近些年在射电天文得到大力发展的多波束接收机技术。PAF使用小型天线作为馈源并将其放置于射电望远镜的焦平面上,通过电子扫描来形成多个同步波束,可以增大望远镜的视场,提高巡天效率,同时,这些密集交叠的波束还可以形成连续的天空覆盖,通过实时波束合成可以实现多种灵活的观测模式。波束合成直接会影响到整个系统的灵敏度、系统噪声及观测效率,因此迫切的需要能够得到合成波束的优化方法,保证射电接收系统的接收效率是本领域技术人员亟需解决的问题。Phased Array Feed (PAF) is a multi-beam receiver technology that has been vigorously developed in radio astronomy in recent years. PAF uses a small antenna as a feed and places it on the focal plane of the radio telescope, and forms multiple synchronized beams through electronic scanning, which can increase the field of view of the telescope and improve the efficiency of sky surveys. At the same time, these densely overlapping beams also Continuous sky coverage can be formed, and multiple flexible observation modes can be achieved through real-time beamforming. Beam synthesis directly affects the sensitivity, system noise and observation efficiency of the entire system. Therefore, it is urgent to obtain an optimization method for beam synthesis to ensure the receiving efficiency of the radio receiving system. It is an urgent problem for those skilled in the art to solve.
发明内容SUMMARY OF THE INVENTION
有鉴于此,本发明提供了一种PAF相控阵接收机数据处理方法,克服现有技术的缺陷。In view of this, the present invention provides a data processing method for a PAF phased array receiver, which overcomes the defects of the prior art.
为了实现上述目的,本发明提供如下技术方案:In order to achieve the above object, the present invention provides the following technical solutions:
一种PAF相控阵接收机数据处理方法,具体步骤为:A PAF phased array receiver data processing method, the specific steps are:
构建模型:根据多波束模型构建波束合成模型;Build a model: build a beamforming model based on the multi-beam model;
计算波束合成SNR和增益:根据任一接收通道中的中感兴趣的信号与干扰和噪声信号之间的关系获取SNR波束合成输出信号;根据SNR波束合成输出与输入关系计算出阵列的总增益;Calculate the beamforming SNR and gain: Obtain the SNR beamforming output signal according to the relationship between the signal of interest in any receive channel and the interference and noise signals; calculate the total gain of the array according to the relationship between the SNR beamforming output and the input;
优化波束合成算法:根据波束合成SNR和增益,确定最小均方误差s。Optimized beamforming algorithm: According to the beamforming SNR and gain, determine the minimum mean square error s.
可选的,接收阵列中阵元对平面波的响应为:Optionally, the response of the array elements in the receiving array to the plane wave is:
引入波达时差后,变换为:After introducing the time difference of arrival, the transformation is:
其中,M为第m个相对参考阵元的阵元;s为最小均方误差;k为信号传播方向的单位向量;x为阵元的位置坐标;c为光速;t为时间;τ为波达时差;A为幅值响应;ω0为信号频率;为起始相位。Among them, M is the array element relative to the mth reference array element; s is the minimum mean square error; k is the unit vector of the signal propagation direction; x is the position coordinate of the array element; c is the speed of light; t is the time; τ is the wave Arrival time difference; A is the amplitude response; ω 0 is the signal frequency; is the starting phase.
可选的,接收阵列对平面波的响应为:Optionally, the response of the receiving array to the plane wave is:
可选的,合成波束的模型为:Optionally, the model of the synthetic beam is:
或 or
其中,为第i个阵元的加权共轭转置;i为相对阵元编号。in, is the weighted conjugate transpose of the i-th array element; i is the relative array element number.
可选的,波束合成的信噪比输出为:Optionally, the SNR output of beamforming is:
其中,为阵元的信噪比。in, is the signal-to-noise ratio of the array element.
可选的,各阵元的噪声输出不相关时,感兴趣的信号输出具体为:Optionally, when the noise output of each array element is uncorrelated, the signal output of interest is specifically:
M为阵元的个数;W为权重;S为感兴趣的信号。M is the number of array elements; W is the weight; S is the signal of interest.
可选的,各阵元的噪声输出不相关时,干扰和噪声信号输出具体为:Optionally, when the noise outputs of each array element are not correlated, the interference and noise signal outputs are specifically:
N为干扰和噪声信号,N~(0,Rnn);Rnn为标准差。N is the interference and noise signal, N~(0, R nn ); R nn is the standard deviation.
可选的,确定最小均方误差s时,根据最大近似可能ML,估算最小方差s,最小方差 Optionally, when determining the minimum mean squared error s, estimate the minimum variance s and the minimum variance according to the largest possible approximation ML
经由上述的技术方案可知,与现有技术相比,本发明公开提供了一种PAF相控阵接收机数据处理方法,通过对波束合成算法进行优化,通过对最小均方误差s的确定,无失真的响应波束合成,提高射电接收处理系统的整体效率。It can be seen from the above technical solutions that, compared with the prior art, the present disclosure provides a data processing method for a PAF phased array receiver. By optimizing the beamforming algorithm and determining the minimum mean square error s, there is no Distorted response beamforming improves the overall efficiency of the radio reception processing system.
附图说明Description of drawings
为了更清楚地说明本发明实施例或现有技术中的技术方案,下面将对实施例或现有技术描述中所需要使用的附图作简单地介绍,显而易见地,下面描述中的附图仅仅是本发明的实施例,对于本领域普通技术人员来讲,在不付出创造性劳动的前提下,还可以根据提供的附图获得其他的附图。In order to explain the embodiments of the present invention or the technical solutions in the prior art more clearly, the following briefly introduces the accompanying drawings that need to be used in the description of the embodiments or the prior art. Obviously, the accompanying drawings in the following description are only It is an embodiment of the present invention. For those of ordinary skill in the art, other drawings can also be obtained according to the provided drawings without creative work.
图1为本发明的方法流程示意图;Fig. 1 is the method flow schematic diagram of the present invention;
图2为本发明实施例的系统结构示意图。FIG. 2 is a schematic diagram of a system structure according to an embodiment of the present invention.
具体实施方式Detailed ways
下面将结合本发明实施例中的附图,对本发明实施例中的技术方案进行清楚、完整地描述,显然,所描述的实施例仅仅是本发明一部分实施例,而不是全部的实施例。基于本发明中的实施例,本领域普通技术人员在没有做出创造性劳动前提下所获得的所有其他实施例,都属于本发明保护的范围。The technical solutions in the embodiments of the present invention will be clearly and completely described below with reference to the accompanying drawings in the embodiments of the present invention. Obviously, the described embodiments are only a part of the embodiments of the present invention, but not all of the embodiments. Based on the embodiments of the present invention, all other embodiments obtained by those of ordinary skill in the art without creative efforts shall fall within the protection scope of the present invention.
本发明实施例公开了一种PAF相控阵接收机数据处理方法,步骤如图1所示,具体为:The embodiment of the present invention discloses a data processing method for a PAF phased array receiver. The steps are shown in FIG. 1 , and are specifically:
步骤1:构建模型:根据多波束模型构建波束合成模型,具体步骤为:Step 1: Build a model: build a beamforming model according to the multi-beam model, the specific steps are:
考虑理想的各向同性传感器阵列对单个复杂的单色平面波的响应为:Consider the response of an ideal isotropic sensor array to a single complex monochromatic plane wave as:
将波达时差代入式(1)中得到下式:Substitute the arrival time difference into equation (1) to get the following equation:
其中,M为第m个相对参考阵元的阵元;s为最小均方误差;k为信号传播方向的单位向量;x为阵元的位置坐标;c为光速;t为时间;τ为波达时差;A为幅值响应;ω0为信号频率;为起始相位。Among them, M is the array element relative to the mth reference array element; s is the minimum mean square error; k is the unit vector of the signal propagation direction; x is the position coordinate of the array element; c is the speed of light; t is the time; τ is the wave Arrival time difference; A is the amplitude response; ω 0 is the signal frequency; is the starting phase.
根据式(2)可以得到观测向量为:According to formula (2), the observation vector can be obtained as:
根据观测向量构建波束合成模型,波束合成模型为:The beamforming model is constructed according to the observation vector, and the beamforming model is:
其中,为第i个阵元的加权共轭转置;i为相对阵元编号。in, is the weighted conjugate transpose of the i-th array element; i is the relative array element number.
步骤2:计算波束合成SNR和增益:根据接收信号中的感兴趣的信号与干扰和噪声信号之间的关系计算SNR波束合成输出;根据SNR波束合成输出与输入关系计算出此阵列的总增益;Step 2: Calculate the beamforming SNR and gain: Calculate the SNR beamforming output according to the relationship between the signal of interest in the received signal and the interference and noise signals; calculate the total gain of the array according to the relationship between the SNR beamforming output and the input;
步骤21:给定任一通道的带宽频谱,通过射电天文台站的电波环境测试系统提供多个给定电波环境宽带频谱P(F[o],V[o]),其中,P为二维数组,F为频率,V为频率点对应的功率值,o为频点个数;Step 21: Given the bandwidth spectrum of any channel, provide multiple given radio wave environment broadband spectrum P(F[o], V[o]) through the radio wave environment test system of the radio astronomy station, where P is a two-dimensional array , F is the frequency, V is the power value corresponding to the frequency point, and o is the number of frequency points;
步骤22,判断测试参数是否改变,若测试参数发生改变,则进入步骤23,若测试参数未发生改变,则进入步骤212;Step 22, determine whether the test parameters have changed, if the test parameters have changed, then go to step 23, if the test parameters have not changed, then go to step 212;
步骤23,选取频谱样本,在所述多个给定电波环境宽带频谱中取O组频谱样本,并将每组频谱样本按照频率高低均分为Q段;Step 23, selecting spectrum samples, taking O groups of spectrum samples from the multiple given radio wave environment broadband spectrums, and dividing each group of spectrum samples into Q segments according to frequency;
步骤24,根据所述O组频谱样本,计算频谱噪声的标准差;Step 24, calculating the standard deviation of spectral noise according to the O groups of spectral samples;
步骤25,令邻值比较判别值为deta;Step 25, make the adjacent value comparison discriminant value deta;
步骤26,根据所述宽带频谱P(F[o],V[o])中的功率值数据,计算邻值比较初始干扰和噪声信号V[0];Step 26, according to the power value data in the wideband spectrum P(F[o], V[o]), calculate the adjacent value comparison initial interference and noise signal V[0];
步骤27,噪声提取,提取所述宽带频谱P(F[o],V[o])中的频谱噪声P1(F[o],V1[o]);Step 27, noise extraction, extracting the spectral noise P1(F[o], V1[o]) in the wideband spectrum P(F[o], V[o]);
步骤28,噪声窗口划分,将所述频谱噪声P1(F[o],V1[o])划分为Y个窗口,每个窗口的窗口划分宽度为B;Step 28, noise window division, dividing the spectral noise P1 (F[o], V1[o]) into Y windows, and the window division width of each window is B;
步骤29,计算单个窗口噪声的中值VQ[Y]以及标准差σQ[Y];Step 29, calculate the median VQ[Y] and standard deviation σQ[Y] of the noise of a single window;
步骤210,计算每个窗口的信噪分离阈值VQ[Y],得出每个频点的信噪分离阈值V2[o];Step 210, calculate the signal-to-noise separation threshold VQ[Y] of each window, and obtain the signal-to-noise separation threshold V2[o] of each frequency point;
步骤211:信噪分离,判断V[o]-V2[o]>0是否成立,若成立,则表示为所述宽带频谱P(F[o],V[o])中的信号,若不成立,则表示为所述宽带频谱P(F[o],V[o])中的噪声;Step 211: Signal-to-noise separation, determine whether V[o]-V2[o]>0 is established, if so, it is expressed as the signal in the wideband spectrum P(F[o], V[o]), if not , then expressed as the noise in the wideband spectrum P(F[o], V[o]);
步骤212:优化邻值比较判别值和窗口划分宽度,递进增加邻值比较判别值deta的值和窗口划分宽度B的值,重复执行步骤26至步骤211,直到统计出信噪分离准确率C的最大值,并以此时得到的信噪分离结果为最终结果;Step 212: Optimize the adjacent value comparison discriminant value and the window division width, progressively increase the value of the adjacent value comparison discriminant value deta and the value of the window division width B, and repeat steps 26 to 211 until the signal-to-noise separation accuracy rate C is counted The maximum value of , and the signal-to-noise separation result obtained at this time is the final result;
步骤213:根据信噪分离结果获得各阵元的信号输出为:Step 213: According to the signal-to-noise separation result, the signal output of each array element is obtained as:
式中,i为相对阵元编号,i=1,2,...,n;Wi为第i个阵元的权重;Vi为第i个阵元的信号值;In the formula, i is the relative array element number, i=1,2,...,n; Wi is the weight of the i -th array element; V i is the signal value of the i-th array element;
根据式(5)可以得到:According to formula (5), it can be obtained:
Vtotal=(W1·S1+W2·S2+...+Wn·Sn)+(W1·N1+W2·N2+...+Wn·Nn) (6);V total =(W 1 ·S 1 +W 2 ·S 2 +...+W n ·S n )+(W 1 ·N 1 +W 2 ·N 2 +...+W n ·N n ) (6);
式中,S为感兴趣的信号;N为干扰和噪声信号;In the formula, S is the signal of interest; N is the interference and noise signal;
假设各个阵元的噪声输出不相关,则:Assuming that the noise output of each array element is uncorrelated, then:
根据式(7)可得:According to formula (7), we can get:
当时,when hour,
由此可得到单一通道的信噪比为:From this, the signal-to-noise ratio of a single channel can be obtained as:
根据式(10)得到,波束合成的信噪比输出为:According to equation (10), the signal-to-noise ratio output of beamforming is:
根据式(11)得到此阵列的总增益为:According to equation (11), the total gain of this array is obtained as:
步骤3:优化波束合成算法:根据波束合成SNR和增益,确定最小均方误差s;具体步骤为:Step 3: Optimize the beamforming algorithm: Determine the minimum mean square error s according to the beamforming SNR and gain; the specific steps are:
步骤31:判断Rnn是否等于若Rnn是不等于执行步骤32;Step 31: Determine if R nn is equal to If R nn is not equal to Go to step 32;
其中,I为单位矩阵;Among them, I is the identity matrix;
步骤32:根据波束合成SNR以及波束合成公式,对观测向量进行定义,可得z=a(θ)s+N,其中z=M×1;a(θ)为方向向量,为已知条件;N~CN(0,Rnn),Rnn为标准差;s为最小均方误差, Step 32: Define the observation vector according to the beamforming SNR and the beamforming formula, and obtain z=a(θ)s+N, where z=M×1; a(θ) is the direction vector, which is a known condition; N~CN(0,R nn ), R nn is the standard deviation; s is the minimum mean square error,
步骤33:最小化E{|wHz|2},使得wHa(θ)=1,H为共轭转置;保证感兴趣的信号不会丢失;Step 33: Minimize E{|w H z| 2 }, so that w H a(θ)=1, H is the conjugate transpose; ensure that the signal of interest will not be lost;
步骤34:查找最大近似可能ML,估计最小均方误差s。Step 34: Find the largest approximate possible ML and estimate the smallest mean squared error s.
若Rnn是等于则增益G=M。If R nn is equal to Then the gain G=M.
最大近似可能ML可以通过提前约定,在求解前作为条件带入或求出解空间,寻找全局最优解两种方法获得。The maximum approximation possible ML can be obtained by two methods, which are agreed in advance, brought into the solution space as a condition or obtained before solving, and searched for the global optimal solution.
本实施例还包括一种PAF相控阵接收机数据处理系统,结构如图2所示,包括:信号采集与预处理单元、波束合成单元、多波束处理单元;This embodiment also includes a PAF phased array receiver data processing system, the structure is shown in Figure 2, including: a signal acquisition and preprocessing unit, a beam synthesis unit, and a multi-beam processing unit;
所述信号采集与预处理单元,用于采集预设路数的阵元信号,并对所述阵元信号进行预处理;The signal acquisition and preprocessing unit is used to acquire array element signals of a preset number of channels, and preprocess the array element signals;
所述波束合成单元,将预处理后的阵元信号合成预设波束数的波束;The beam synthesizing unit synthesizes the preprocessed array element signals into beams with a preset number of beams;
所述多波束处理单元,将合成的波束进行计算,优化,确定最小均方误差。The multi-beam processing unit calculates and optimizes the synthesized beams to determine the minimum mean square error.
所述信号预处理单元包括数字下变频模块和信道化模块,其中:The signal preprocessing unit includes a digital down-conversion module and a channelization module, wherein:
数字下变频模块,用于所述阵元信号的数字混频和滤波,包括频率综合器、混频器、滤波器以及下采样器,a digital down-conversion module for digital mixing and filtering of the array element signal, including a frequency synthesizer, a mixer, a filter and a down-sampler,
频率综合器,用于将每路阵元信号产生固定频率的余弦和正弦信号;Frequency synthesizer, used to generate cosine and sine signals of fixed frequency from each array element signal;
混频器,用于将所述余弦和正弦信号进行混频生成混频信号;a mixer, configured to mix the cosine and sine signals to generate a mixed signal;
滤波器,用于滤除所述混频信号中不需要的信号;a filter for filtering out unwanted signals in the mixed signal;
下采样信器,用于根据预设条件抽取信号,并输出同相和正交两路复信号;The down-sampler is used to extract signals according to preset conditions, and output in-phase and quadrature complex signals;
信道化模块,用于接收所述同相和正交两路复信号,并将其信道化。The channelization module is used for receiving the in-phase and quadrature two-way complex signals and channelizing them.
本实施例还包括一种计算机可存储介质,其上存储有计算机程序,该程序被处理器执行时实现所述的一种PAF相控阵接收机数据处理方法中的步骤。This embodiment also includes a computer-storable medium on which a computer program is stored, and when the program is executed by a processor, implements the steps in the described data processing method for a PAF phased array receiver.
本说明书中各个实施例采用递进的方式描述,每个实施例重点说明的都是与其他实施例的不同之处,各个实施例之间相同相似部分互相参见即可。对于实施例公开的装置而言,由于其与实施例公开的方法相对应,所以描述的比较简单,相关之处参见方法部分说明即可。The various embodiments in this specification are described in a progressive manner, and each embodiment focuses on the differences from other embodiments, and the same and similar parts between the various embodiments can be referred to each other. For the device disclosed in the embodiment, since it corresponds to the method disclosed in the embodiment, the description is relatively simple, and the relevant part can be referred to the description of the method.
对所公开的实施例的上述说明,使本领域专业技术人员能够实现或使用本发明。对这些实施例的多种修改对本领域的专业技术人员来说将是显而易见的,本文中所定义的一般原理可以在不脱离本发明的精神或范围的情况下,在其它实施例中实现。因此,本发明将不会被限制于本文所示的这些实施例,而是要符合与本文所公开的原理和新颖特点相一致的最宽的范围。The above description of the disclosed embodiments enables any person skilled in the art to make or use the present invention. Various modifications to these embodiments will be readily apparent to those skilled in the art, and the generic principles defined herein may be implemented in other embodiments without departing from the spirit or scope of the invention. Thus, the present invention is not intended to be limited to the embodiments shown herein, but is to be accorded the widest scope consistent with the principles and novel features disclosed herein.
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