CN106646472A - Method for restraining SAR radio-frequency interference based on space-frequency cascading filtering - Google Patents
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Abstract
本发明提供一种基于空频级联滤波的射频干扰抑制方法。技术方案包括下述步骤:第一步:RFI的DOA估计。利用MUSIC算法估计接收信号中RFI的DOA,根据DOA确定所有RFI的空间导向矢量。第二步:频域滤波。将接收信号进行FFT变换到频域,利用3δ判别法从接收信号中分离出RFI的频谱支撑区。第三步:空域滤波。通过空间滤波计算射频干扰滤除干扰。采用本发明可以有效地减少有用信号的损失,具有更好的干扰抑制效果。
The invention provides a radio frequency interference suppression method based on space-frequency cascade filtering. The technical solution includes the following steps: Step 1: DOA estimation of RFI. The DOA of RFI in the received signal is estimated by using the MUSIC algorithm, and the spatial steering vectors of all RFI are determined according to the DOA. The second step: frequency domain filtering. The received signal is transformed into the frequency domain by FFT, and the spectral support area of RFI is separated from the received signal by using the 3δ discriminant method. The third step: spatial filtering. Calculation of radio frequency interference by spatial filtering to filter out interference. The invention can effectively reduce the loss of useful signals and has better interference suppression effect.
Description
技术领域technical field
本发明属于航天和微波遥感的交叉技术领域,特别涉及一种SAR(SyntheticAperture Radar,合成孔径雷达)数据中RFI(Radio Frequency Interference,射频干扰)抑制方法。The invention belongs to the intersecting technical field of aerospace and microwave remote sensing, in particular to a method for suppressing RFI (Radio Frequency Interference, radio frequency interference) in SAR (Synthetic Aperture Radar, synthetic aperture radar) data.
背景技术Background technique
工作在低波段的SAR(Synthetic Aperture Radar,合成孔径雷达)容易受到同一频段的电视网、通信网和其他民用设备所发射电磁信号的干扰,即所谓的RFI(RadioFrequency Interference,射频干扰)。RFI的存在严重影响图像的质量以及判读和解译。目前的空域滤波方法,见参考文献“朱峰,张友益.对自适应空域滤波的干扰研究[J].现代电子技术,2013,36(11):67~74”。为全频带滤波,与RFI方向相同的有用信号被完全抑制,在抑制RFI的同时,有用信号也被抑制。SAR (Synthetic Aperture Radar) operating in the low-band is susceptible to interference from electromagnetic signals emitted by television networks, communication networks and other civilian equipment in the same frequency band, which is the so-called RFI (Radio Frequency Interference, radio frequency interference). The presence of RFI seriously affects image quality as well as interpretation and interpretation. For the current spatial filtering method, see the reference "Zhu Feng, Zhang Youyi. Interference Research on Adaptive Spatial Filtering [J]. Modern Electronic Technology, 2013,36(11):67~74". For full-band filtering, useful signals in the same direction as RFI are completely suppressed, and while suppressing RFI, useful signals are also suppressed.
针对这一现状,根据射频干扰的高功率、窄频带特性,提出了一种基于空频级联滤波的射频干扰抑制方法。在空域滤波之前,对接收信号进行频域滤波,分离出RFI所在的频带,再针对RFI所在的频带进行空域滤波。相比于现有的空域滤波方法,本文所提方法将损失的有用信号限定在RFI所在的窄频带内,有效地减少了有用信号的损失。Aiming at this situation, according to the high-power and narrow-band characteristics of radio frequency interference, a radio frequency interference suppression method based on space-frequency cascade filtering is proposed. Before the spatial filtering, the received signal is filtered in the frequency domain to separate the frequency band where the RFI is located, and then the spatial filtering is performed on the frequency band where the RFI is located. Compared with the existing spatial filtering methods, the proposed method limits the loss of useful signals to the narrow frequency band where RFI is located, effectively reducing the loss of useful signals.
发明内容Contents of the invention
本发明的目的是:提出了一种基于空频级联滤波的射频干扰抑制方法,可以有效地减少有用信号的损失,具有更好的干扰抑制效果。The object of the present invention is to propose a radio frequency interference suppression method based on space-frequency cascaded filtering, which can effectively reduce the loss of useful signals and has better interference suppression effect.
本发明技术方案的思路是:首先利用MUSIC(Multiple Signal Classification,多重信号分类)算法估计出RFI的DOA(Direction of Arrival,波达角),然后根据DOA构建RFI的空间导向矢量。接下来将接收信号通过FFT变换到频域,根据射频干扰的高功率、窄频带特性,对接收信号进行频域滤波,分离出RFI所在的频带。最后,利用RFI的空间导向矢量构建空域滤波器,针对RFI所在的频带信号,利用空域滤波器实现滤波。The idea of the technical solution of the present invention is: first use the MUSIC (Multiple Signal Classification, multiple signal classification) algorithm to estimate the DOA (Direction of Arrival, angle of arrival) of the RFI, and then construct the spatial orientation vector of the RFI according to the DOA. Next, the received signal is transformed into the frequency domain through FFT, and the frequency domain filtering is performed on the received signal according to the high power and narrow frequency band characteristics of radio frequency interference to separate the frequency band where the RFI is located. Finally, the spatial domain filter is constructed by using the spatial steering vector of RFI, and the spatial domain filter is used to realize filtering for the frequency band signal where RFI is located.
本发明技术方案是:一种基于空频级联滤波的SAR射频干扰抑制方法,假设x(t,ηL)表示SAR在慢时刻ηL的接收信号,其中t表示快时间,其特征在于,包括下述步骤:The technical solution of the present invention is: a kind of SAR radio frequency interference suppression method based on space-frequency cascade filtering, assuming that x (t, η L ) represents the received signal of SAR at slow time η L , wherein t represents fast time, it is characterized in that, Include the following steps:
第一步:RFI的DOA估计:Step 1: DOA estimation of RFI:
利用MUSIC算法估计接收信号x(t,ηL)中RFI的DOA,根据DOA确定所有RFI的空间导向矢量,记第i个RFI的空间导向矢量为d(θi),i=1,2,…,N,N表示RFI的数目。Use the MUSIC algorithm to estimate the DOA of the RFI in the received signal x(t,η L ), determine the spatial steering vectors of all RFIs according to the DOA, and record the spatial steering vector of the i-th RFI as d(θ i ), i=1,2, ..., N, where N represents the number of RFIs.
第二步:频域滤波:The second step: frequency domain filtering:
将接收信号x(t,ηL)进行FFT变换到频域,得到接收频域信号X(f,ηL);Carry out FFT transformation to the frequency domain by receiving signal x (t, η L ), obtain receiving frequency domain signal X (f, η L );
利用3δ判别法从接收信号中分离出RFI的频谱支撑区X(f′,η′L),Use the 3δ discriminant method to separate the RFI spectrum support area X(f′,η′ L ) from the received signal,
其中,0≤η′L≤Δη,0≤f′≤BS,Δη为接收信号x(t,ηL)中存在射频干扰的慢时间宽度,BS为接收信号x(t,ηL)中射频干扰的带宽;Among them, 0≤η′ L ≤Δη, 0≤f′≤BS , Δη is the slow time width of radio frequency interference in the received signal x(t,η L ), B S is the received signal x(t,η L ) Bandwidth of medium radio frequency interference;
第三步:空域滤波:Step 3: Spatial filtering:
利用下式计算射频干扰r(f′,η′L′):Calculate radio frequency interference r(f′,η′ L ′) using the following formula:
其中DH(θi)为空间导向矢量为d(θi)的频域复共轭矢量;Wherein D H (θ i ) is the complex conjugate vector in the frequency domain with the spatial steering vector d(θ i );
再从频域信号X(f,ηL)中减去射频干扰r(f′,η′L),得到经射频干扰抑制的接收信号。Then subtract the radio frequency interference r(f′,η′ L ) from the frequency domain signal X(f,η L ) to obtain the received signal suppressed by the radio frequency interference.
采用本发明可取得以下技术效果:Adopt the present invention can obtain following technical effect:
本发明提出的基于空频级联滤波的SAR射频干扰抑制方法,利用了RFI的频域特性,首先对接收信号进行频域滤波,分离出RFI所在的频带。然后,利用RFI的空间导向矢量构建空域滤波器,针对RFI所在的频带信号,利用空域滤波器实现滤波。本发明可以将损失的有用信号限定在RFI所在的窄频带内,有效的减少了有用信号的损失,提升了图像的质量。The SAR radio frequency interference suppression method based on space-frequency cascade filtering proposed by the present invention utilizes the frequency domain characteristics of RFI, and first performs frequency domain filtering on the received signal to separate the frequency band where the RFI is located. Then, use the spatial steering vector of RFI to construct a spatial domain filter, and use the spatial domain filter to achieve filtering for the frequency band signal where RFI is located. The present invention can limit the lost useful signal to the narrow frequency band where the RFI is located, effectively reducing the loss of the useful signal and improving the image quality.
附图说明Description of drawings
图1为本发明提供的SAR射频干扰抑制方法的原理流程图;Fig. 1 is the principle flowchart of the SAR radio frequency interference suppression method provided by the present invention;
图2是仿真实验中使用的点目标的成像结果;Figure 2 is the imaging result of the point target used in the simulation experiment;
图3是对图2添加射频干扰后点目标的成像结果;Figure 3 is the imaging result of the point target after adding radio frequency interference to Figure 2;
图4为采用现有空域滤波法对图3进行干扰抑制后成像结果;Fig. 4 is the imaging result after interference suppression of Fig. 3 by using the existing spatial filtering method;
图5为采用本文发明提供的方法对图3进行干扰抑制后成像结果;Fig. 5 is the imaging result of Fig. 3 after interference suppression using the method provided by the invention;
图6是仿真实验中使用的实测数据的成像结果;Fig. 6 is the imaging result of the measured data used in the simulation experiment;
图7是对图6添加射频干扰后数据的成像结果;Figure 7 is the imaging result of the data after adding radio frequency interference to Figure 6;
图8是利用现有空域滤波法对图7进行干扰抑制后的成像结果;Fig. 8 is the imaging result after interference suppression of Fig. 7 by using the existing spatial filtering method;
图9是利用本发明提供的方法对图7进行干扰抑制后的成像结果。Fig. 9 is the imaging result of Fig. 7 after interference suppression by using the method provided by the present invention.
具体实施方式detailed description
图1为本发明提供的星载SAR射频干扰抑制方法的原理流程图。为了对本发明的原理进行详细说明,下面从理论推导角度进行阐述:Fig. 1 is a principle flow chart of the spaceborne SAR radio frequency interference suppression method provided by the present invention. In order to describe the principle of the present invention in detail, the following is set forth from the perspective of theoretical derivation:
假设x(t,ηL)表示SAR在慢时刻ηL的接收信号,接收信号x(t,ηL)可以表达为以下形式:Assuming that x(t,η L ) represents the received signal of SAR at slow time η L , the received signal x(t,η L ) can be expressed as the following form:
其中,sk(t,ηL)是对应于快时间t天线阵在慢时刻ηL接收到的第k个有用信号,φk是第k个有用信号的DOA,d(φk)是第k个有用信号的空间导向矢量,K是有用信号的个数,此变量计算需要,下面进行滤波时不需估计。ri(t,ηL)是对应于快时间t天线阵在慢时刻ηL接收到的第i个RFI,θi是第i个RFI的DOA,d(θi)是第i个RFI的空间导向矢量,N是RFI的个数。Among them, s k (t, η L ) is the k-th useful signal received by the antenna array corresponding to fast time t at slow time η L , φ k is the DOA of the k-th useful signal, and d(φ k ) is the The spatial steering vectors of k useful signals, K is the number of useful signals, this variable is required for calculation, and does not need to be estimated in the following filtering. r i (t,η L ) is the i-th RFI received by the antenna array corresponding to fast time t at slow time η L , θ i is the DOA of the i-th RFI, d(θ i ) is the i-th RFI Space steering vector, N is the number of RFI.
将x(t,ηL)进行FFT变换到频域,如下式:Carry out FFT transformation to the frequency domain with x (t, η L ), as follows:
其中DH(θi)为空间导向矢量为d(θi)的频域复共轭矢量。where D H (θ i ) is the complex conjugate vector in the frequency domain with the spatial steering vector d(θ i ).
根据RFI的频谱特点,利用3δ判别法从接收信号中分离出RFI的频谱支撑区。RFI的频谱支撑区为以下形式:According to the spectrum characteristics of RFI, the spectrum support area of RFI is separated from the received signal by using 3δ discriminant method. The spectrum support area of RFI is in the following form:
其中,0≤η′L≤Δη,0≤f′≤BS,Δη为接收信号中存在射频干扰的慢时间宽度,BS为接收信号中射频干扰的带宽。Among them, 0≤η' L ≤Δη, 0≤f'≤BS , Δη is the slow time width of radio frequency interference in the received signal, and B S is the bandwidth of radio frequency interference in the received signal.
利用RFI空间导向矢量的频域复共轭矢量作为空域滤波器,从RFI所在频谱支撑区提取RFI,如下式:Using the frequency-domain complex conjugate vector of the RFI spatial steering vector as a spatial filter, the RFI is extracted from the spectrum support area where the RFI is located, as follows:
进一步,得到提取的RFI形式如下:Further, the extracted RFI form is as follows:
空间导向矢量具有如下相关性:Spatial steering vectors have the following dependencies:
进一步,得到的RFI为如下形式:Further, the obtained RFI is in the following form:
由上式可知,当φk≠θi时,无有用信号损失,当φk=θi时,损失的有用信号为Sk(f′,η′),不过损失的有用信号限定在了0≤f′≤BS范围内,相比于现有空域滤波方法的全频带损失,有效地提升了系统的抗干扰性能。It can be seen from the above formula that when φ k ≠ θ i , there is no useful signal loss, and when φ k = θ i , the lost useful signal is S k (f′,η′), but the lost useful signal is limited to 0 In the range of ≤f′≤BS , compared with the full-band loss of the existing spatial filtering method, the anti-jamming performance of the system is effectively improved.
图2~图5是进行点目标仿真实验结果。图2为原始点目标接收信号成像结果,从图像中可以看出,点目标聚焦效果良好。图3是在图2中添加射频干扰后接收信号的成像结果,可以看到点目标已经被干扰信号湮没。图2和图3的原始图像为彩色图像,改为灰度图后对比不明显。图4是采用现有空域滤波法对图3进行干扰抑制后的成像结果,从图像中可以看出,干扰聚焦良好,但细节信息被破坏。图5是采用本发明提供的方法进行干扰抑制后的成像结果,可以看到,点目标聚焦良好,且干扰残留较少。Figures 2 to 5 are the results of point target simulation experiments. Figure 2 is the imaging result of the received signal of the original point target. It can be seen from the image that the point target has a good focusing effect. Figure 3 is the imaging result of the received signal after adding radio frequency interference in Figure 2. It can be seen that the point target has been annihilated by the interference signal. The original images in Figure 2 and Figure 3 are color images, and the contrast is not obvious after changing to grayscale images. Figure 4 is the imaging result of Figure 3 after using the existing spatial filtering method to suppress the interference. It can be seen from the image that the interference is well focused, but the detailed information is destroyed. Fig. 5 is the imaging result after interference suppression using the method provided by the present invention. It can be seen that the point target is in good focus and has less interference residue.
图6~图9是进行面目标仿真实验的结果。仿真实验选取了一幅无干扰的机载X波段三通道SAR实测数据。Figures 6 to 9 are the results of surface target simulation experiments. The simulation experiment selects a piece of uninterferenced airborne X-band three-channel SAR measured data.
图6是仿真实验中使用的原始数据的成像结果。从图中可以看出,图像清晰,对比度高。图7是对图6添加射频干扰后数据的成像结果。从图中可以看出,由于干扰的存在,图像目标信息被覆盖,图像对比度下降。图8是现有空域滤波法对图7进行干扰抑制后的成像结果,干扰抑制后,图像质量得到提升,但是图像的对比度下降,出现明暗区域,细节信息不明显。图9是利用本发明提供的方法对图7进行干扰抑制后的成像结果,干扰抑制后,图像质量明显提升,细节信息恢复较为明显,图像对比度有明显提高。Figure 6 is the imaging result of the raw data used in the simulation experiment. As can be seen from the figure, the image is clear and the contrast is high. Figure 7 is the imaging result of the data in Figure 6 after adding radio frequency interference. It can be seen from the figure that due to the existence of interference, the image target information is covered and the image contrast decreases. Figure 8 is the imaging result of Figure 7 after the existing spatial filtering method performs interference suppression. After interference suppression, the image quality is improved, but the contrast of the image decreases, and bright and dark areas appear, and the details are not obvious. Fig. 9 is the imaging result of Fig. 7 after interference suppression by using the method provided by the present invention. After the interference suppression, the image quality is significantly improved, the detail information recovery is more obvious, and the image contrast is significantly improved.
以上仿真实验说明了本发明方法可以有效地弥补现有方法在干扰抑制方面的不足,有效提升干扰抑制后的SAR图像质量。The above simulation experiment shows that the method of the present invention can effectively make up for the deficiency of the existing method in interference suppression, and effectively improve the quality of the SAR image after interference suppression.
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Citations (2)
Publication number | Priority date | Publication date | Assignee | Title |
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WO2004097451A1 (en) * | 2003-04-25 | 2004-11-11 | Telefonaktiebolaget Lm Ericsson (Publ) | Rfi suppression in sar |
CN103675768A (en) * | 2013-12-17 | 2014-03-26 | 中国人民解放军国防科学技术大学 | Suppression method for satellite-borne SAR radio-frequency interference |
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Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
WO2004097451A1 (en) * | 2003-04-25 | 2004-11-11 | Telefonaktiebolaget Lm Ericsson (Publ) | Rfi suppression in sar |
CN103675768A (en) * | 2013-12-17 | 2014-03-26 | 中国人民解放军国防科学技术大学 | Suppression method for satellite-borne SAR radio-frequency interference |
Non-Patent Citations (3)
Title |
---|
X.LUO ET AL.: "RFI suppression in ultra-wideband SAR systems using LMS filters in frequency domain", 《ELECTRONICS LETTERS》 * |
吴鹏 等: "基于联合滤波的SAR射频干扰抑制方法", 《雷达科学与技术》 * |
朱峰,张友益: "对自适应空域滤波的干扰研究", 《现代电子技术》 * |
Cited By (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN110333507A (en) * | 2019-06-13 | 2019-10-15 | 中国科学院电子学研究所 | Multi-Fed Multi-Receiver Synthetic Aperture Radar Imaging Method |
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