CN101309101A - Array Synthetic Direction Finding Method for Wireless Signal Receiving System - Google Patents
Array Synthetic Direction Finding Method for Wireless Signal Receiving System Download PDFInfo
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Abstract
无线信号接收系统的阵列综合测向方法属信号接收范畴。步骤:确定相位不完全同步阵列接收信号的模向量及其自相关矩阵,通过模自相关矩阵特征分解确定噪声子空间;利用噪声子空间与相位不完全同步阵列搜索向量间的正交特性确定方向差空间谱,由其峰值位置确定其它信号与参考信号的方向差;确定相位完全同步子阵列接收信号自相关矩阵,通过自相关矩阵特征分解确定噪声子空间;利用噪声子空间与相位完全同步子阵列搜索向量之间完整的正交特性确定参考信号方向空间谱,由其峰值位置确定参考信号方向;利用参考信号方向和其它信号与参考信号的方向差估计其它信号的方向。本方法能降低各信号接收机间的相位同步要求,保持高分辨率,有效降低系统成本。
The array comprehensive direction finding method of the wireless signal receiving system belongs to the category of signal receiving. Steps: Determine the modulus vector and its autocorrelation matrix of the signal received by the phase incompletely synchronous array, and determine the noise subspace through the eigendecomposition of the modulus autocorrelation matrix; use the orthogonality between the noise subspace and the phase incompletely synchronous array search vector to determine the direction Difference space spectrum, determine the direction difference between other signals and the reference signal by its peak position; determine the autocorrelation matrix of the received signal of the phase complete synchronization subarray, and determine the noise subspace through the eigendecomposition of the autocorrelation matrix; use the noise subspace and the phase complete synchronization subarray The complete orthogonality between the array search vectors determines the direction space spectrum of the reference signal, and the direction of the reference signal is determined by its peak position; the direction of other signals is estimated by using the direction difference between the direction of the reference signal and the direction of other signals and the reference signal. The method can reduce the phase synchronization requirements among signal receivers, maintain high resolution, and effectively reduce system cost.
Description
所属技术领域Technical field
本发明属无线接收范畴,涉及无线信号接收系统的阵列综合测向方法,尤其涉及由一部分相位同步的子阵列和另一部分相位不同步的子阵列组成的阵列的高分辨率测向方法。The invention belongs to the category of wireless reception, and relates to an array comprehensive direction finding method for a wireless signal receiving system, in particular to a high-resolution direction finding method for an array composed of a part of phase-synchronized sub-arrays and another part of phase-asynchronous sub-arrays.
背景技术 Background technique
在无线信号接收系统中,当由多个阵元组成的阵列接收电磁波、声波等无线信号时,各个阵元接收的来波信号与某个指定的参考阵元之间存在一定的相位差。由于信号的波达方向与该相位差之间存在一一对应的关系,因此可以利用该关系设计阵列测向技术,通过对阵列接收的信号进行处理,实现阵列测向。在基于这种原理的现有阵列测向方法中,典型的是具有高分辨率的多信号分类(MUSIC,MUltiple SIgnalsClassification)方法。In a wireless signal receiving system, when an array composed of multiple array elements receives wireless signals such as electromagnetic waves and sound waves, there is a certain phase difference between the incoming wave signal received by each array element and a designated reference array element. Since there is a one-to-one relationship between the direction of arrival of the signal and the phase difference, the array direction finding technology can be designed by using this relationship, and the array direction finding can be realized by processing the signal received by the array. Among the existing array direction finding methods based on this principle, the typical one is the multiple signal classification (MUSIC, MUltiple SIgnals Classification) method with high resolution.
这种方法的缺点是,当各个阵元的信号接收机本身的相位未保持同步时,将在由信号波达方向决定的相位差上面附加一个额外的、未知的、随机的相位差,此时如果仍利用相位差与波达方向之间的关系设计阵列测向方法,将导致测向性能出现显著的恶化。同时,对多个目标同时进行高分辨率测向时,需要使用较大孔径和阵元数较多的阵列。由于各个阵元的信号接收机的相位保持同步需要同一本振,当阵列较大、阵元数较多时,阵列测向系统的成本将显著增加。The disadvantage of this method is that when the phases of the signal receivers of each array element are not synchronized, an additional, unknown and random phase difference will be added to the phase difference determined by the signal direction of arrival. If the relationship between the phase difference and the direction of arrival is still used to design the array direction finding method, the direction finding performance will be significantly deteriorated. At the same time, when performing high-resolution direction finding on multiple targets at the same time, it is necessary to use an array with a larger aperture and a larger number of elements. Since the phase synchronization of the signal receivers of each array element requires the same local oscillator, when the array is large and the number of array elements is large, the cost of the array direction finding system will increase significantly.
发明内容 Contents of the invention
本发明的目的是为无线接收系统中相位不完全同步的阵列系统(由一部分相位同步的子阵列和另一部分相位不同步的子阵列组成的阵列)提供一种较低成本的高分辨率测向方法。本方法综合利用参考信号的方向和其他信号与参考信号的方向差,估计其他信号的波达方向。利用这种方法能在阵列较大、阵元数较多的情况下,尽可能降低对各个阵元信号接收机之间的相位同步的要求,将在保持高分辨率测向性能的同时,有效的降低阵列测向系统的成本。The purpose of the present invention is to provide a low-cost high-resolution direction finding method for an array system (array composed of a part of phase-synchronized sub-arrays and another part of phase-asynchronous sub-arrays) in a wireless receiving system with incomplete phase synchronization method. The method comprehensively utilizes the direction of the reference signal and the direction difference between other signals and the reference signal to estimate the direction of arrival of other signals. Using this method can reduce the requirements for phase synchronization between the signal receivers of each array element as much as possible in the case of a large array and a large number of array elements, and will effectively maintain high-resolution direction finding performance Reduce the cost of the array direction finding system.
本发明的目的是这样达到的:The purpose of the present invention is achieved like this:
首先利用不受相位不完全同步影响的阵列接收信号的模向量,得到其它信号与参考信号的方向差估计,再利用相位完全同步子阵列接收信号的复向量和完整的子空间正交特性,得到参考信号的方向,从而完成所有信号的波达方向估计。Firstly, using the modulus vector of the received signal of the array that is not affected by incomplete phase synchronization, the direction difference estimation between other signals and the reference signal is obtained, and then using the complex vector of the received signal of the fully phase-synchronized sub-array and the complete subspace orthogonality characteristic, to obtain The direction of the reference signal is used to complete the direction of arrival estimation for all signals.
具体步骤是:The specific steps are:
第一步,确定相位不完全同步阵列接收信号的模向量及其自相关矩阵,对模自相关矩阵进行特征分解,确定相位不完全同步阵列的噪声子空间;The first step is to determine the modulus vector and its autocorrelation matrix of the signal received by the phase incompletely synchronous array, and perform eigendecomposition on the modulus autocorrelation matrix to determine the noise subspace of the phase incompletely synchronous array;
第二步,确定相位不完全同步阵列的搜索向量,利用噪声子空间与相位不完全同步阵列的搜索向量之间的正交特性,确定相位不完全同步阵列的方向差空间谱及其峰值位置,峰值位置确定其他信号与参考信号的方向差;The second step is to determine the search vector of the phase incompletely synchronized array, and use the orthogonality between the noise subspace and the search vector of the phase incompletely synchronized array to determine the direction difference space spectrum and its peak position of the phase incompletely synchronized array, The peak position determines the direction difference of other signals from the reference signal;
第三步,确定相位完全同步子阵列接收信号的自相关矩阵,对自相关矩阵进行特征分解,确定相位完全同步子阵列的噪声子空间;The third step is to determine the autocorrelation matrix of the signal received by the fully phase-synchronized subarray, perform eigendecomposition on the autocorrelation matrix, and determine the noise subspace of the fully phase-synchronized subarray;
第四步,确定相位完全同步子阵列的搜索向量,利用噪声子空间与相位完全同步子阵列的搜索向量之间的完整正交特性确定参考信号空间谱及其峰值位置,峰值位置确定参考信号的方向;The fourth step is to determine the search vector of the fully phase-synchronized subarray, and use the complete orthogonality between the noise subspace and the search vector of the fully phase-synchronized subarray to determine the spatial spectrum of the reference signal and its peak position, and determine the peak position of the reference signal direction;
最后,利用参考信号的方向和其它信号与参考信号的方向差估计其它信号的波达方向。Finally, the direction of arrival of other signals is estimated by using the direction of the reference signal and the direction difference between other signals and the reference signal.
参考信号指方向最小的信号。The reference signal refers to the signal with the smallest direction.
所述相位不完全同步阵列接收信号的模向量为:The modulus vector of the received signal of the phase incompletely synchronous array is:
M为相位不完全同步阵列的阵元数,||2表示取复数的模;M is the number of elements of the phase incompletely synchronous array, and || 2 means taking the modulus of a complex number;
所述相位不完全同步的阵列接收样本的模自相关矩阵为:
其中,[]T表示向量转置,N为阵列接收数据的快摄数。式中可以为任何非零值。Among them, [] T represents vector transposition, and N is the snapshot number of data received by the array. In the formula Can be any non-zero value.
计算相位不完全同步的阵列模自相关矩阵的特征分解为:The eigendecomposition to calculate the autocorrelation matrix of the array modulus with incomplete phase synchronization is:
Ry=QΛQT 其中,矩阵Λ是以特征值为对角元素的对角矩阵,R y =QΛQ T Wherein, matrix Λ is a diagonal matrix with eigenvalues as diagonal elements,
λ1≥λ2≥…≥λM矩阵Q是以对应的特征向量为列向量的矩阵; λ 1 ≥λ 2 ≥…≥λ M matrix Q is a matrix in which the corresponding eigenvectors are column vectors;
所述相位不完全同步的阵列噪声子空间为The array noise subspace of the phase incomplete synchronization is
Qn=[qL+1 qL+2…qM]其中,矩阵Qn是相位不完全同步的阵列模自相关矩阵Ry的M-L个最小特征值对应的特征向量构成的矩阵。Q n = [q L +1 q L+2 .
所述相位不完全同步的阵列搜索向量为The array search vector for which the phase is not fully synchronized is
其中,d为相临阵元之间的间距,λ为接收信号的波长,0≤φ≤1,上两式的右边均可乘以任何非零常数;Among them, d is the spacing between adjacent array elements, λ is the wavelength of the received signal, 0≤φ≤1, and the right sides of the above two formulas can be multiplied by any non-zero constant;
所述相位不完全同步的阵列的方向差空间谱为:The direction difference spatial spectrum of the array with incomplete phase synchronization is:
所述相位同步子阵列接收样本的自相关矩阵为:
其中,
相位同步子阵列的自相关矩阵的特征分解为:The eigendecomposition of the autocorrelation matrix of the phase-synchronized subarray is:
Rz=PΩPH 其中,矩阵Ω是以特征值为对角元素的对角矩阵,η1≥η2≥…≥ηm,矩阵Ω是以对应的特征向量为列向量的矩阵;R z =PΩP H Among them, matrix Ω is a diagonal matrix whose eigenvalues are diagonal elements, η 1 ≥η 2 ≥…≥η m , the matrix Ω is a matrix in which the corresponding eigenvectors are column vectors;
所述相位同步子阵列的噪声子空间为:Pn=[ph+1 ph+2…pm]The noise subspace of the phase synchronization subarray is: P n =[p h+1 p h+2 …p m ]
其中,矩阵pn是相位同步子阵列的自相关矩阵Rz的m-h个最小特征值对应的特征向量构成的矩阵;Wherein, the matrix p n is a matrix composed of eigenvectors corresponding to the mh smallest eigenvalues of the autocorrelation matrix R z of the phase synchronization subarray;
所述相位同步子阵列的搜索向量为:The search vector of the phase synchronization subarray is:
式中的右边可以乘以任何非零常数。The right side of the formula can be multiplied by any non-zero constant.
所述参考信号方向空间谱为
相位不完全相同阵列的方向差空间谱搜索式
参考信号方向空间谱搜索式
所述相位不完全同步阵列是均匀线阵列或非均匀线阵列或圆阵列或随机分布的阵列,不受形态限制。The phase incomplete synchronous array is a uniform line array or a non-uniform line array or a circular array or a randomly distributed array, which is not limited by its shape.
本发明的突出优点是:Outstanding advantage of the present invention is:
1、综合确定相位不完全相同阵列的方向差空间谱及其峰值位置和相位同步子阵列的方向最小的参考信号空间谱及其峰值位置,利用相位不完全同步阵列的方向差空间谱的峰值位置确定其他信号与参考信号的方向差;利用相位同步子阵列的参考方向空间谱的峰值位置确定参考信号的方向。进而利用参考信号的方向和其他信号与参考信号的方向差估计其他信号的波达方向,确保达到高分辨率的效果。1. Comprehensively determine the spatial spectrum of the direction difference and its peak position of the phase incomplete array and the reference signal space spectrum and its peak position of the minimum direction of the phase synchronization subarray, and use the peak position of the direction difference space spectrum of the phase incompletely synchronous array The direction difference between other signals and the reference signal is determined; the direction of the reference signal is determined by using the peak position of the reference direction space spectrum of the phase synchronous subarray. Furthermore, the direction of the reference signal and the direction difference between other signals and the reference signal are used to estimate the direction of arrival of other signals, so as to ensure the effect of high resolution.
2、能在阵列较大、阵元数较多的情况下,尽可能降低对各个阵元信号接收机之间的相位同步的要求,做到较低成本。2. In the case of a large array and a large number of array elements, the requirements for phase synchronization between the signal receivers of each array element can be reduced as much as possible, and the cost can be lowered.
3、本方法使用范围广阔、不受接收系统阵列形状的限制。可广泛应用于增强现有阵列测向系统的分辨率,从而满足智能天线阵、声纳阵列、无线电成像阵列等阵列系统对高分辨率测向性能的要求。3. This method has a wide application range and is not limited by the shape of the array of the receiving system. It can be widely used to enhance the resolution of existing array direction finding systems, so as to meet the requirements of array systems such as smart antenna arrays, sonar arrays, and radio imaging arrays for high-resolution direction finding performance.
4、根据本发明的综合方法进行实验表明,将本方法应用于相位同步的的子阵列阵元数为6个、相位不同步的子阵列阵元数为26、相邻阵元间隔都为半波长的相位不完全同步的均匀线阵,在快摄数等于256的情况下,可以清晰的分辨信噪比都为6.0dB、方向分别等于7.0、18.0、22.0度的三个信号,满足测向系统对高分辨率性能的要求。而在相同条件下常用的MUSIC方法已经无法分辨这三个信号。4. Carrying out experiments according to the comprehensive method of the present invention shows that the number of sub-array array elements applied to phase synchronization by this method is 6, the number of sub-array array elements whose phases are not synchronized is 26, and the interval between adjacent array elements is half The uniform linear array whose wavelength phase is not fully synchronized can clearly distinguish three signals with a signal-to-noise ratio of 6.0dB and directions equal to 7.0, 18.0, and 22.0 degrees respectively when the number of snapshots is equal to 256, which meets the direction finding requirements. System requirements for high-resolution performance. However, the commonly used MUSIC method under the same conditions has been unable to distinguish these three signals.
附图说明 Description of drawings
图1示出本发明的方框流程图。Figure 1 shows a block flow diagram of the present invention.
图2示出本发明的相位不完全同步阵列的结构图。Fig. 2 shows the structural diagram of the phase incompletely synchronous array of the present invention.
图3示出3个信号情况下相位不完全同步阵列系统采用已有的阵列测向方法得到的归一化空间谱估计结果图。Fig. 3 shows the normalized spatial spectrum estimation results obtained by using the existing array direction finding method for the phase incompletely synchronized array system in the case of three signals.
图4示出3个信号情况下相位不完全同步阵列系统采用本发明的综合测向方法得到的归一化方向差空间谱估计结果图。Fig. 4 shows the results of normalized direction difference spatial spectrum estimation obtained by using the comprehensive direction finding method of the present invention for the phase incompletely synchronized array system in the case of three signals.
图5示出3个信号情况下相位不完全同步阵列系统采用本发明的综合测向方法得到的归一化参考信号空间谱估计结果图。Fig. 5 shows the normalized reference signal spatial spectrum estimation results obtained by using the comprehensive direction finding method of the present invention in the phase incompletely synchronized array system in the case of three signals.
具体实施方式 Detailed ways
附图也即实施例。下面结合附图对本发明进行详细说明。以图2所示的相位不完全同步的均匀线阵列为例子,阵列的阵元素为M,相临阵元之间的间距为d,其中m个相临的阵元构成相位同步的子阵列,另外M-m个相临的阵元构成相位不同步的子阵列。假设空间有D个非相干的窄带信号sk(t),k=1,2,...,D,到达此线阵,与线阵法线方向的夹角为θk。以相位不完全同步的阵列的第一个阵元为参考阵元,t时刻阵列的接收信号向量为Accompanying drawing is also embodiment. The present invention will be described in detail below in conjunction with the accompanying drawings. Taking the uniform line array with incomplete phase synchronization shown in Figure 2 as an example, the array elements of the array are M, and the distance between adjacent array elements is d, wherein m adjacent array elements form a phase-synchronized sub-array, and in addition Mm adjacent array elements form a sub-array with asynchronous phases. Assume that there are D non-coherent narrowband signals s k ( t) in space, k=1, 2, . Taking the first element of the array whose phase is not fully synchronized as the reference element, the received signal vector of the array at time t is
其中,in,
s(t)=[s1(t)s2(t)…sD(t)]T (2)s(t)=[s 1 (t)s 2 (t)...s D (t)] T (2)
A=[aM(θ1)aM(θ2)…aM(θD)] (3)A=[a M (θ 1 )a M (θ 2 )…a M (θ D )] (3)
表示相位不同步子阵列各阵元接收机的随机相位,[]T表示向量转置,λ为信号的波长,v(t)为加性白噪声向量,与信号s(t)相互独立。 Indicates the random phase of each element receiver of the phase asynchronous subarray, [] T indicates vector transposition, λ is the wavelength of the signal, and v(t) is the additive white noise vector, which is independent of the signal s(t).
对应相位不完全同步阵列的相位同步子阵列和相位不同步子阵列,t时刻相位不完全同步阵列的接收信号向量又可以表示为Corresponding to the phase synchronous sub-array and the phase non-synchronous sub-array of the phase incompletely synchronous array, the received signal vector of the phase incompletely synchronous array at time t can be expressed as
其中,
参见附图1。流程开始于步骤201。在步骤2021,先确定相位不完全同步的阵列接收样本的模向量为:See attached drawing 1. The flow starts from
其中,||2表示取复数的模,N为阵列接收数据的快摄数。Among them, || 2 means taking the modulus of a complex number, and N is the snapshot number of data received by the array.
在步骤2022,确定相位不完全同步的阵列接收样本的模自相关矩阵为:In
在步骤2023,计算相位不完全同步的阵列模自相关矩阵的特征分解为In
Ry=QΛQT (7)R y =QΛQ T (7)
其中,矩阵Λ是以特征值为对角元素的对角矩阵,Among them, matrix Λ is a diagonal matrix whose eigenvalues are diagonal elements,
λ1≥λ2≥…≥λM,λ 1 ≥ λ 2 ≥... ≥ λ M ,
矩阵Q是以对应的特征向量为列向量的矩阵。Matrix Q is a matrix in which the corresponding eigenvectors are column vectors.
在步骤2024,确定相位不完全同步的阵列噪声子空间为In
Qn=[qL+1 qL+2…qM] (8)Q n =[q L+1 q L+2 ...q M ] (8)
其中,矩阵Qn是相位不完全同步的阵列模自相关矩阵Ry的M-L个最小特征值对应的特征向量构成的矩阵。Among them, the matrix Q n is a matrix composed of eigenvectors corresponding to the ML minimum eigenvalues of the array modulus autocorrelation matrix R y whose phases are not completely synchronized.
在步骤2031,确定相位不完全同步的阵列搜索向量为In
和and
其中,0≤φ≤1。Among them, 0≤φ≤1.
在步骤2032,先确定本发明设计的综合测向技术的方向差空间谱:In
其中下标‘ISP’表示本发明的阵列测向方法是针对相位不完全同步(IncompletelySynchronized Phase)的阵列。然后通过搜索式(11)表示的方向差空间谱的峰值位置确定其它信号与参考信号(指方向最小的信号)的方向差:φi(i=1,2,…,D-1)。The subscript 'ISP' indicates that the array direction finding method of the present invention is aimed at arrays with incompletely synchronized phases (Incompletely Synchronized Phase). Then determine the direction difference between other signals and the reference signal (the signal with the smallest direction) by searching the peak position of the direction difference spatial spectrum represented by formula (11): φ i (i=1, 2, . . . , D-1).
在步骤2041,确定相位同步子阵列接收样本的自相关矩阵为:In
其中,[]H表示向量共轭转置。where [] H represents the vector conjugate transpose.
在步骤2042,计算相位同步子阵列的自相关矩阵的特征分解为In
Rz=PΩPH (13)R z = PΩP H (13)
其中,矩阵Ω是以特征值为对角元素的对角矩阵,Among them, the matrix Ω is a diagonal matrix whose eigenvalues are diagonal elements,
η1≥η2≥…≥ηm,η 1 ≥ η 2 ≥... ≥ η m ,
矩阵Ω是以对应的特征向量为列向量的矩阵。The matrix Ω is a matrix in which the corresponding eigenvectors are column vectors.
在步骤2043,确定相位同步子阵列的噪声子空间为In
Pn=[ph+1 ph+2…pm] (14)P n =[p h+1 p h+2 ... p m ] (14)
其中,矩阵Pn是相位同步子阵列的自相关矩阵Rz的m-h个最小特征值对应的特征向量构成的矩阵。Wherein, the matrix P n is a matrix composed of eigenvectors corresponding to the mh minimum eigenvalues of the autocorrelation matrix R z of the phase synchronization subarray.
在步骤2051,确定相位同步子阵列的搜索向量为In
其中,
在步骤2052,先确定本发明设计的综合测向技术的参考信号方向空间谱:In
其中下标‘SP’表示相位不完全同步阵列的同步子阵列(Synchronous Phase)。然后通过搜索式(16)表示的参考信号方向空间谱的峰值位置确定参考信号的方向。The subscript 'SP' represents the synchronous subarray (Synchronous Phase) of the phase incompletely synchronous array. Then determine the direction of the reference signal by searching the peak position of the reference signal direction spatial spectrum represented by formula (16).
在步骤206,利用参考信号的方向和其它信号与参考信号的方向差估计其它信号的波达方向。In
根据本方法的流程结束于步骤207。The flow according to the method ends at
下面对本方法的上述实施方式进行更详细的比较和举例说明。The above-mentioned embodiments of the method are compared and illustrated in more detail below.
已有方法输出的空间谱等于The spatial spectrum output by existing methods is equal to
其中下标‘MUSIC’分别表示多信号分类方法(MUSIC),Un为样本自相关矩阵R的M-D个最小特征值对应的特征向量构成的矩阵。The subscripts 'MUSIC' represent the multi-signal classification method (MUSIC), and U n is a matrix composed of eigenvectors corresponding to the MD minimum eigenvalues of the sample autocorrelation matrix R.
参见图3、图4。在相位同步阵元数6,相位异步阵元数26,信号数3,波达方向(度)【7.0,18.0,22.0】信噪比(db)【6.0,6.0,6.0】的相同情况下,与已有的MUSIC相比,本发明设计的综合测向技术具有比MUSIC更高的方向分辨率。从图3可以看出,已有的MUSIC存在无法分辨的信号,而利用本发明能够清晰的分辨所有信号。See Figure 3 and Figure 4. In the same situation where the number of phase synchronous array elements is 6, the number of phase asynchronous array elements is 26, the number of signals is 3, and the direction of arrival (degrees) [7.0, 18.0, 22.0] signal-to-noise ratio (db) [6.0, 6.0, 6.0], Compared with the existing MUSIC, the comprehensive direction finding technology designed by the present invention has higher direction resolution than MUSIC. It can be seen from FIG. 3 that the existing MUSIC has indistinguishable signals, but the present invention can clearly distinguish all signals.
对本发明的综合测向方法虽然已经参考附图以举例方式进行了描述,但是本发明不限于上述这些细节,本申请含盖权利要求范围之内的各种变型或改变。Although the comprehensive direction finding method of the present invention has been described by way of example with reference to the accompanying drawings, the present invention is not limited to the above details, and the present application covers various modifications or changes within the scope of the claims.
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CN101826900A (en) * | 2010-03-25 | 2010-09-08 | 电子科技大学 | Antenna array direction-finding method for searching minimum amplitude vector angle |
CN102540138A (en) * | 2011-11-25 | 2012-07-04 | 华中科技大学 | Multi-base-line phase searching type two-dimensional spatial spectrum direction-measuring method |
CN106169941A (en) * | 2016-08-31 | 2016-11-30 | 电子科技大学 | A kind of DOA method of estimation of round battle array based on noise power |
CN107490780A (en) * | 2017-06-01 | 2017-12-19 | 同方电子科技有限公司 | A kind of direction-finding method for suppressing equally distributed phase error |
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CN1297822C (en) * | 2003-02-21 | 2007-01-31 | 重庆邮电学院 | Estimation method for radio orientation incoming wave direction based on TD-SCMA |
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CN101826900A (en) * | 2010-03-25 | 2010-09-08 | 电子科技大学 | Antenna array direction-finding method for searching minimum amplitude vector angle |
CN101826900B (en) * | 2010-03-25 | 2012-10-03 | 电子科技大学 | Antenna array direction-finding method for searching minimum amplitude vector angle |
CN102540138A (en) * | 2011-11-25 | 2012-07-04 | 华中科技大学 | Multi-base-line phase searching type two-dimensional spatial spectrum direction-measuring method |
CN102540138B (en) * | 2011-11-25 | 2013-06-05 | 华中科技大学 | Multi-base-line phase searching type two-dimensional spatial spectrum direction-measuring method |
CN106169941A (en) * | 2016-08-31 | 2016-11-30 | 电子科技大学 | A kind of DOA method of estimation of round battle array based on noise power |
CN107490780A (en) * | 2017-06-01 | 2017-12-19 | 同方电子科技有限公司 | A kind of direction-finding method for suppressing equally distributed phase error |
CN107490780B (en) * | 2017-06-01 | 2020-07-10 | 同方电子科技有限公司 | A direction finding method that can suppress uniformly distributed phase errors |
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