WO2015172622A1 - Method for radio-frequency interference suppression of high-frequency ground wave radar - Google Patents

Method for radio-frequency interference suppression of high-frequency ground wave radar Download PDF

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WO2015172622A1
WO2015172622A1 PCT/CN2015/077174 CN2015077174W WO2015172622A1 WO 2015172622 A1 WO2015172622 A1 WO 2015172622A1 CN 2015077174 W CN2015077174 W CN 2015077174W WO 2015172622 A1 WO2015172622 A1 WO 2015172622A1
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interference
imf
signal
radio frequency
frequency
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Chinese (zh)
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陈泽宗
谢飞
易盛
赵晨
曾耿斐
王方俊
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武汉大学
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    • GPHYSICS
    • G01MEASURING; TESTING
    • G01SRADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
    • G01S7/00Details of systems according to groups G01S13/00, G01S15/00, G01S17/00
    • G01S7/02Details of systems according to groups G01S13/00, G01S15/00, G01S17/00 of systems according to group G01S13/00
    • G01S7/023Interference mitigation, e.g. reducing or avoiding non-intentional interference with other HF-transmitters, base station transmitters for mobile communication or other radar systems, e.g. using electro-magnetic interference [EMI] reduction techniques
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01SRADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
    • G01S7/00Details of systems according to groups G01S13/00, G01S15/00, G01S17/00
    • G01S7/02Details of systems according to groups G01S13/00, G01S15/00, G01S17/00 of systems according to group G01S13/00
    • G01S7/28Details of pulse systems
    • G01S7/285Receivers
    • G01S7/292Extracting wanted echo-signals
    • G01S7/2923Extracting wanted echo-signals based on data belonging to a number of consecutive radar periods
    • G01S7/2927Extracting wanted echo-signals based on data belonging to a number of consecutive radar periods by deriving and controlling a threshold value
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01SRADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
    • G01S7/00Details of systems according to groups G01S13/00, G01S15/00, G01S17/00
    • G01S7/02Details of systems according to groups G01S13/00, G01S15/00, G01S17/00 of systems according to group G01S13/00
    • G01S7/36Means for anti-jamming, e.g. ECCM, i.e. electronic counter-counter measures

Definitions

  • the invention belongs to the field of radar signal processing, and particularly relates to a method for suppressing radio frequency interference of high frequency ground wave radar.
  • HF ground wave radar is an important detection equipment for continuous large-area marine environment monitoring. It mainly detects ocean dynamic parameters such as wind, waves, current and tide on the ocean surface and low-altitude low-speed moving targets on the sea surface. 32,000 kilometers, so high-frequency ground wave radar is of great significance to the national economy and national defense construction.
  • HF ground wave radar generally works at 3-30MHz, and there will be a lot of radio frequency interference in this frequency band.
  • the radio frequency interference mainly comes from dense short-wave communication signals, broadcast station signals and industrial interference in the high frequency band of radar operation. Since these disturbances are all active, their power is very powerful compared to the radar echo signal. When it enters the receiver, it will greatly reduce the data quality of the high-frequency radar, which will seriously affect the subsequent extraction of ocean surface dynamic parameters. Obstruction, sometimes even unable to extract information such as wind, waves, and flow.
  • Radio frequency interference mainly has the following characteristics: (1) In the distance Doppler spectrum, it appears as a longitudinal strip distributed along the distance axis, which is basically reflected in all distance elements. Random information components in radio frequency interference contribute to the noise floor. (2) The time when radio frequency interference is more serious generally occurs between 17:00 and 21:00 in the evening. At this time, due to the disappearance of the D layer of the ionosphere, the communication signals of short-wave radio stations, especially busy fishing vessels, cannot be effectively shielded by the ionosphere. The radar system interferes with the normal operation of the radar. Since the short-wave frequency resources are very limited, it is very difficult for the radar to select a frequency band that does not contain interference, so it is particularly important to remove or suppress the radio frequency interference in the echo.
  • the existing high-frequency radar anti-radio frequency interference methods there are mainly adaptive methods and time-frequency domain anti-interference methods.
  • the system is relatively complicated because it relies on a large phased antenna array, and is not suitable for a small-caliber wide beam radar. Therefore, this method is rarely used.
  • Anti-interference methods based on signal time-frequency domain characteristics such as detection based on transient interference-removal-recovery method and interference-space sub-space orthogonal projection method based on interference distance distribution characteristics, all require reception of radio frequency interference
  • the signal is filtered, which inevitably causes a certain degree of loss and distortion to the useful signal (such as increased sidelobe amplitude, main lobe broadening), and this effect becomes more serious when there are multiple disturbances.
  • the suppression effect is not good.
  • the present invention is directed to the above problem, and proposes a method for suppressing radio frequency interference of a high frequency ground wave radar, which avoids the adverse effect of the existing anti-radio frequency interference algorithm on the loss of the radar signal.
  • the invention completely preserves the useful signal while reducing the interference, and provides a fast and effective radio frequency anti-interference method for the existing high-frequency radar system, thereby increasing the radar detection range and improving the radar detection precision.
  • the technical solution of the present invention is a method for suppressing radio frequency interference of a high frequency ground wave radar, comprising the following steps:
  • Step 1 setting a frequency threshold f max according to the radar waveform parameter and the maximum detection distance of the radar;
  • Step 2 performing empirical mode decomposition EMD (Empirical Mode Decomposition) on the received original signal to obtain two or more eigenmode functions IMF (Intrinsic Mode Function) and a trend function r n (t);
  • EMD Empirical Mode Decomposition
  • Step 3 The first eigenmode function IMF, which is most affected by radio frequency interference, detects radio frequency interference by standard deviation determination and sliding window processing, and marks the location of radio frequency interference;
  • Step 4 Select an eigenmode function IMF, perform a Hilbert transform, and find the instantaneous frequency corresponding to each time point of the eigenmode function IMF, namely:
  • Step 6 repeating steps 4 and 5 for all eigenmode functions IMF until the processing of all eigenmode functions IMF is completed, go to step 7;
  • step 7 all the processed IMFs and the original trend items (trend functions) are added to obtain a signal after interference suppression.
  • the standard deviation ⁇ of the first eigenmode function IMF is obtained. In the first eigenmode function IMF, whether the eigenmode function IMF sliding window is used to determine whether it is higher than The standard deviation ⁇ is used to determine the location of the RF interference.
  • the length of the window is set to L, and the standard deviation of L points in the window is obtained. If the standard deviation of one of the points Above ⁇ , it is determined that this is radio frequency interference, otherwise, the next sliding window is continued, thereby detecting the location of the interference.
  • the EMD algorithm is used for de-interference processing.
  • the EMD is used to decompose the received signals into different IMFs according to the frequency, and each IMF is processed to suppress the radio frequency interference while maximally Useful signal characteristics are preserved.
  • the position of the interference is detected by standard deviation and sliding window processing, and the position of the radio frequency interference can be accurately detected.
  • the standard deviation and the instantaneous frequency are determined for the sampling points at the interference position of all eigenmode functions IMF, which reduces false positives and misses, and maximizes the interference suppression effect.
  • the invention proposes a novel radio frequency interference suppression method for high-frequency ground wave radar through the above innovations.
  • This method should have a good effect in actual data processing, and the noise is reduced while the signal is suppressed, and the suppression effect is remarkable, and the method is increased. Radar detection distance improves radar detection accuracy.
  • FIG. 1 Block diagram of the working principle of HF ground wave radar
  • Figure 3 is a flow chart of the algorithm of the present invention.
  • the working principle block diagram of HF ground wave radar is shown in Figure 1 (1 is the receiving antenna, 2 is the local oscillator signal of linear sweep, 3 is low-pass filtering, 4 is solution distance transform, 5 is Doppler transform) .
  • Radar line In the frequency modulation waveform system, the echo spectrum is demodulated, low-pass filtered, sampled, and fast Fourier transform in the fast time domain in each sweep period to obtain the distance spectrum of the sweep period.
  • Each spectral point in the distance spectrum corresponds to a sampling point of a distance element, and the discrete Fourier transform of the sampling sequence of the plurality of distance spectra is performed in a coherent accumulation time of the plurality of sweeping periods to obtain the distance.
  • the Doppler spectrum of the Yuan A distance-Doppler two-dimensional spectrum is obtained by performing a discrete Fourier transform of the slow time domain for all distance elements in the detection range.
  • the chirp local oscillator signal can be expressed as
  • f 0 is the radar carrier frequency
  • B is the sweep bandwidth
  • T is the sweep width
  • the interference signal output after mixing and low-pass filtering is a signal of the interference signal output after mixing and low-pass filtering.
  • the demodulated and filtered output of a single-frequency interference is a bandwidth-limited chirp signal.
  • the bandwidth of this signal is the bandwidth b of the low pass filter.
  • Figure 2 illustrates the process by which the RF interference at frequency f rfi is processed by the system.
  • the radio frequency interference in the same frequency band as the radar operating frequency is mixed with the chirped local oscillator signal to generate a new chirp signal, which is obviously short-lived in the time domain after passing through the low-pass filter, and its duration
  • the base noise is greatly increased in the frequency domain (i.e., the distance spectrum), and the interference appears as an interference band parallel to the distance axis on the distance Doppler spectrum.
  • f c is the carrier
  • f i is the frequency deviation of a certain frequency component relative to the carrier
  • a i is the amplitude of the ith frequency component
  • N is the number of different frequency interferences.
  • a plurality of interference bands parallel to the distance axis will appear on the Doppler spectrum, which will usually flood the Bragg peak, thus seriously affecting the radar detection performance.
  • the invention is characterized by short time and high intensity after demodulation by radio frequency interference, and time series of echoes
  • the empirical mode is decomposed into multiple IMFs, and interference suppression is performed separately, and the signal characteristics are retained to the greatest extent. See Figure 3 for specific implementation steps:
  • Step 1 setting a frequency threshold f max according to the radar waveform parameter and the maximum detection distance of the radar;
  • Step 2 performing empirical mode decomposition (EMD) on the received original signal to obtain n (n ⁇ 2) eigenmode functions (IMF) and a trend function r n (t);
  • m 2 (t) is a signal formed by the average value of the upper and lower envelopes of h 1 (t).
  • the first modality h k (t) is decomposed from the signal x(t) and recorded as C 1 (t), and such a process is called a screening process;
  • Step 3 set the window function:
  • N is the data length of the IMF and L is the length of the window function, which is set to 4.
  • Step 4 Perform a Hilbert transform on any IMF to find the instantaneous frequency corresponding to each time point of the IMF, namely:
  • A represents the amplitude corresponding to each time point and f represents the instantaneous frequency corresponding to each time point.
  • step 5 the average amplitude A mean of the IMF is obtained.
  • Step 6 Repeat steps 4 and 5 for all IMFs. Until the processing of all IMFs is completed, go to step 7;
  • step 7 all the processed IMF components and the original trend items are added to obtain a signal after interference suppression.
  • Figure 4 shows the distance spectrum of radio frequency interference.
  • Figure 5 shows the distance spectrum after radio frequency interference suppression. It can be seen that the radio frequency interference is greatly suppressed, and the signal is not lost, and the signal-to-noise ratio is significantly improved.

Abstract

Disclosed is a method for radio-frequency interference suppression of high-frequency ground wave radar. On the basis of original high-frequency ground wave radar signal processing, an empirical mode decomposition method is utilized to decompose a received signal into a plurality of intrinsic mode functions, radio-frequency interference positions are detected through a standard deviation and sliding window processing, sampling points at the radio-frequency interference positions of the intrinsic mode functions are subjected to power spectrum and instantaneous frequency determination, and the amplitude of the sampling points meeting the requirements is set to be zero. The method has outstanding application effect in actual data processing, causes no damage to signals during noise reduction, brings a significant suppression effect, increases the range of radar detection, and raises the precision of radar detection.

Description

一种高频地波雷达射频干扰抑制的方法Method for suppressing radio frequency interference of high frequency ground wave radar 技术领域Technical field
本发明属于雷达信号处理领域,特别涉及到抑制高频地波雷达射频干扰的方法。The invention belongs to the field of radar signal processing, and particularly relates to a method for suppressing radio frequency interference of high frequency ground wave radar.
背景技术Background technique
高频地波雷达是一种可以进行连续大面积海洋环境监测的重要探测设备,主要探测海洋表面风、浪、流、潮等海洋动力学参数和海面低空低速移动目标,而我国海岸线全长超过3.2万公里,因此高频地波雷达对国民经济和国防建设具有十分重要的意义。HF ground wave radar is an important detection equipment for continuous large-area marine environment monitoring. It mainly detects ocean dynamic parameters such as wind, waves, current and tide on the ocean surface and low-altitude low-speed moving targets on the sea surface. 32,000 kilometers, so high-frequency ground wave radar is of great significance to the national economy and national defense construction.
高频地波雷达一般工作在3-30MHz,而在此频段会有大量射频干扰,射频干扰主要来自于雷达工作的高频段内密集的短波通讯信号、广播电台信号以及工业干扰。由于这些干扰均是有源的,其功率与雷达回波信号相比十分强大,当其进入接收机后,会极大地降低高频雷达的数据质量,对后续的提取海洋表面动力学参数产生严重的阻碍,有时甚至不能够提取风、浪、流等信息。HF ground wave radar generally works at 3-30MHz, and there will be a lot of radio frequency interference in this frequency band. The radio frequency interference mainly comes from dense short-wave communication signals, broadcast station signals and industrial interference in the high frequency band of radar operation. Since these disturbances are all active, their power is very powerful compared to the radar echo signal. When it enters the receiver, it will greatly reduce the data quality of the high-frequency radar, which will seriously affect the subsequent extraction of ocean surface dynamic parameters. Obstruction, sometimes even unable to extract information such as wind, waves, and flow.
射频干扰主要有以下特性:(1)在距离多普勒谱中,它呈现为沿距离轴分布的纵向条带,基本上在所有距离元中均有所体现。射频干扰中的随机信息成分对噪声基底有所贡献。(2)射频干扰较严重的时刻一般出现在傍晚17时至21时,此时由于电离层D层的消失,短波电台尤其是繁忙的作业渔船的通讯信号不能有效地被电离层屏蔽,而进入雷达系统,干扰雷达正常工作。由于短波频率资源十分有限,雷达要选择一个不包含干扰的频段来工作是非常困难的,因此去除或抑制回波中的射频干扰显得尤其重要。Radio frequency interference mainly has the following characteristics: (1) In the distance Doppler spectrum, it appears as a longitudinal strip distributed along the distance axis, which is basically reflected in all distance elements. Random information components in radio frequency interference contribute to the noise floor. (2) The time when radio frequency interference is more serious generally occurs between 17:00 and 21:00 in the evening. At this time, due to the disappearance of the D layer of the ionosphere, the communication signals of short-wave radio stations, especially busy fishing vessels, cannot be effectively shielded by the ionosphere. The radar system interferes with the normal operation of the radar. Since the short-wave frequency resources are very limited, it is very difficult for the radar to select a frequency band that does not contain interference, so it is particularly important to remove or suppress the radio frequency interference in the echo.
在现有的高频雷达抗射频干扰方法中,主要有自适应法和时频域抗干扰法。在自适应波束形成抗干扰方法中,由于依赖于大型相控天线阵,系统较为复杂,且不适用于小口径宽波束雷达,因此该方法较少被采用。而依据信号时频域特征的抗干扰方法,如基于瞬态干扰的检测—去除—恢复法和基于干扰距离分布特征的干扰信号子空间正交投影法等,由于都需要对含有射频干扰的接收信号进行滤波处理,因而必然会对有用的信号造成一定程度的损失和畸变(如旁瓣幅度升高,主瓣展宽),而且当存在多个于扰时,这种影响将会变得更加严重,抑制效果不佳。Among the existing high-frequency radar anti-radio frequency interference methods, there are mainly adaptive methods and time-frequency domain anti-interference methods. In the adaptive beamforming anti-interference method, the system is relatively complicated because it relies on a large phased antenna array, and is not suitable for a small-caliber wide beam radar. Therefore, this method is rarely used. Anti-interference methods based on signal time-frequency domain characteristics, such as detection based on transient interference-removal-recovery method and interference-space sub-space orthogonal projection method based on interference distance distribution characteristics, all require reception of radio frequency interference The signal is filtered, which inevitably causes a certain degree of loss and distortion to the useful signal (such as increased sidelobe amplitude, main lobe broadening), and this effect becomes more serious when there are multiple disturbances. The suppression effect is not good.
发明内容 Summary of the invention
本发明针对上述问题,提出一种高频地波雷达射频干扰抑制的方法,避免了现有抗射频干扰算法对雷达信号有损失的不利影响。本发明在降低干扰的同时完整保留有用信号,为现有的高频雷达系统提供一种快速有效的射频抗干扰方法,从而能够增加雷达探测距离,提高雷达探测精度。The present invention is directed to the above problem, and proposes a method for suppressing radio frequency interference of a high frequency ground wave radar, which avoids the adverse effect of the existing anti-radio frequency interference algorithm on the loss of the radar signal. The invention completely preserves the useful signal while reducing the interference, and provides a fast and effective radio frequency anti-interference method for the existing high-frequency radar system, thereby increasing the radar detection range and improving the radar detection precision.
本发明的技术方案是一种高频地波雷达射频干扰抑制的方法,包括以下步骤:The technical solution of the present invention is a method for suppressing radio frequency interference of a high frequency ground wave radar, comprising the following steps:
步骤1,根据雷达波形参数和雷达的最大探测距离,设定频率阈值fmax Step 1, setting a frequency threshold f max according to the radar waveform parameter and the maximum detection distance of the radar;
步骤2,对接收的原始信号进行经验模态分解EMD(Empirical Mode Decomposition)得到两个以上本征模态函数IMF(Intrinsic Mode Function)和一个趋势函数rn(t); Step 2, performing empirical mode decomposition EMD (Empirical Mode Decomposition) on the received original signal to obtain two or more eigenmode functions IMF (Intrinsic Mode Function) and a trend function r n (t);
步骤3,对受射频干扰影响最为明显的第一个本征模态函数IMF,通过标准差判定和滑窗处理检测出射频干扰,标记射频干扰的位置;Step 3: The first eigenmode function IMF, which is most affected by radio frequency interference, detects radio frequency interference by standard deviation determination and sliding window processing, and marks the location of radio frequency interference;
步骤4,选择一个本征模态函数IMF,对其进行Hilbert变换,找到该本征模态函数IMF每一个时间点对应的瞬时频率,即:Step 4: Select an eigenmode function IMF, perform a Hilbert transform, and find the instantaneous frequency corresponding to each time point of the eigenmode function IMF, namely:
[A f]=hilbert(IMF)[A f]=hilbert(IMF)
步骤5,求出步骤4所述本征模态函数IMF的平均幅值Amean,当干扰位置点的幅度高于三倍平均幅值Amean时,将该干扰位置点的幅值置为零,即IMF(A>3*Amean)=0;否则,若干扰位置点的瞬时频率高于设定的频率阈值fmax,也将该干扰位置点的幅值置为零,即IMF(f≥fmax)=0;遍历完所有干扰位置的采样点后,转到步骤6;Step 5: Find the average amplitude A mean of the eigenmode function IMF in step 4, and set the amplitude of the interference position point to zero when the amplitude of the interference position point is higher than the triple average amplitude A mean , that is, IMF (A>3*A mean )=0; otherwise, if the instantaneous frequency of the interference position point is higher than the set frequency threshold f max , the amplitude of the interference position point is also set to zero, that is, IMF (f ≥f max )=0; after traversing the sampling points of all the interference positions, go to step 6;
步骤6,对所有本征模态函数IMF重复步骤4和步骤5过程,直到完成对所有本征模态函数IMF的处理,转到步骤7;Step 6, repeating steps 4 and 5 for all eigenmode functions IMF until the processing of all eigenmode functions IMF is completed, go to step 7;
步骤7,将经过处理的所有IMF和原趋势项(趋势函数)相加,得到干扰抑制后的信号。In step 7, all the processed IMFs and the original trend items (trend functions) are added to obtain a signal after interference suppression.
所述步骤3中,求出第一个本征模态函数IMF的标准差σ,在第一个本征模态函数IMF中,通过对该本征模态函数IMF滑窗来判定是否高于标准差σ,以确定射频干扰位置。 In the step 3, the standard deviation σ of the first eigenmode function IMF is obtained. In the first eigenmode function IMF, whether the eigenmode function IMF sliding window is used to determine whether it is higher than The standard deviation σ is used to determine the location of the RF interference.
所述步骤3中,将窗的长度设为L,求出窗内L个点的标准差
Figure PCTCN2015077174-appb-000001
如果其中一个点的标准差
Figure PCTCN2015077174-appb-000002
高于σ,判定此处是射频干扰,否则,继续进行下一滑窗,由此检测到干扰的位置。
In the step 3, the length of the window is set to L, and the standard deviation of L points in the window is obtained.
Figure PCTCN2015077174-appb-000001
If the standard deviation of one of the points
Figure PCTCN2015077174-appb-000002
Above σ, it is determined that this is radio frequency interference, otherwise, the next sliding window is continued, thereby detecting the location of the interference.
本发明的优点在于:The advantages of the invention are:
1.在高频地波雷达中采用了EMD算法进行去干扰处理,通过EMD将接收信号按频率高低分解出不同的IMF,对每个IMF进行处理,从而在抑制射频干扰的同时,最大程度地保留了有用信号特征。1. In the high-frequency ground wave radar, the EMD algorithm is used for de-interference processing. The EMD is used to decompose the received signals into different IMFs according to the frequency, and each IMF is processed to suppress the radio frequency interference while maximally Useful signal characteristics are preserved.
2.对第一个IMF处理,通过标准差和滑窗处理检测出干扰的位置,能够准确检测出射频干扰的位置。2. For the first IMF processing, the position of the interference is detected by standard deviation and sliding window processing, and the position of the radio frequency interference can be accurately detected.
3.对所有本征模态函数IMF的干扰位置处的采样点进行标准差和瞬时频率的判定,减少了误判和漏判,使干扰抑制效果最大化。3. The standard deviation and the instantaneous frequency are determined for the sampling points at the interference position of all eigenmode functions IMF, which reduces false positives and misses, and maximizes the interference suppression effect.
4.对干扰位置处、并满足上述条件的采样点的幅度置零,不会损失有用信号,而且速度快,满足雷达实时工作的要求。4. Zero the amplitude of the sampling point at the interference position and satisfying the above conditions, without losing the useful signal, and the speed is fast, meeting the requirements of real-time operation of the radar.
本发明通过以上创新点提出了一种新型的高频地波雷达射频干扰抑制方法,此方法在实际数据处理中,应有效果很好,在降低噪声的同时无损信号,抑制效果显著,增加了雷达探测距离,提高了雷达探测精度。The invention proposes a novel radio frequency interference suppression method for high-frequency ground wave radar through the above innovations. This method should have a good effect in actual data processing, and the noise is reduced while the signal is suppressed, and the suppression effect is remarkable, and the method is increased. Radar detection distance improves radar detection accuracy.
附图说明DRAWINGS
图1,高频地波雷达的工作原理框图;Figure 1. Block diagram of the working principle of HF ground wave radar;
图2,射频干扰经系统处理的过程;Figure 2, the process of radio frequency interference processed by the system;
其中,B—扫频带宽,T—扫频周期,t0—干扰时长,frfi—干扰频率,f0—工作频率,b—滤波器带宽;Wherein, B-sweep bandwidth, T-sweep period, t 0 - interference duration, f rfi - interference frequency, f 0 - operating frequency, b-filter bandwidth;
图3,本发明的算法流程图;Figure 3 is a flow chart of the algorithm of the present invention;
图4,实际接收中存在(严重)射频干扰的距离谱;Figure 4, the distance spectrum of (severe) radio frequency interference in actual reception;
图5,射频干扰抑制后的距离谱。Figure 5. Distance spectrum after RF interference suppression.
具体实施方式detailed description
下面以具体实例结合附图,对本发明作进一步说明。The present invention will be further described below by way of specific examples in conjunction with the accompanying drawings.
线性调频体制的高频地波雷达的工作原理及射频干扰的特征介绍如下:The working principle of high frequency ground wave radar and the characteristics of radio frequency interference in linear frequency modulation system are introduced as follows:
高频地波雷达的工作原理框图如图1所示(其中1为接收天线,2为线性扫频的本振信号,3为低通滤波,4为解距离变换,5为多普勒变换)。雷达采用线 性调频波形体制,在每个扫频周期内,回波经解调、低通滤波、采样和快时域的离散傅里叶变换得到该扫频周期的距离谱。距离谱中的每个谱点对应于一个距离元的采样点,在多个扫频周期的相干积累时间内,对多个距离谱的采样序列进行慢时域的离散傅里叶变换得到该距离元的多普勒谱。对探测范围内的所有距离元都进行慢时域的离散傅里叶变换,则得到距离-多普勒二维谱。The working principle block diagram of HF ground wave radar is shown in Figure 1 (1 is the receiving antenna, 2 is the local oscillator signal of linear sweep, 3 is low-pass filtering, 4 is solution distance transform, 5 is Doppler transform) . Radar line In the frequency modulation waveform system, the echo spectrum is demodulated, low-pass filtered, sampled, and fast Fourier transform in the fast time domain in each sweep period to obtain the distance spectrum of the sweep period. Each spectral point in the distance spectrum corresponds to a sampling point of a distance element, and the discrete Fourier transform of the sampling sequence of the plurality of distance spectra is performed in a coherent accumulation time of the plurality of sweeping periods to obtain the distance. The Doppler spectrum of the Yuan. A distance-Doppler two-dimensional spectrum is obtained by performing a discrete Fourier transform of the slow time domain for all distance elements in the detection range.
线性调频本振信号可表示为The chirp local oscillator signal can be expressed as
Figure PCTCN2015077174-appb-000003
Figure PCTCN2015077174-appb-000003
其中,f0为雷达载频,K=B/T为扫频速率,B为扫频带宽,T为扫频时宽。Where f 0 is the radar carrier frequency, K=B/T is the sweep frequency, B is the sweep bandwidth, and T is the sweep width.
不失一般性,考虑射频干扰为单频信号,Without loss of generality, consider radio frequency interference as a single frequency signal,
Figure PCTCN2015077174-appb-000004
Figure PCTCN2015077174-appb-000004
经混频、低通滤波后输出的干扰信号为The interference signal output after mixing and low-pass filtering is
Figure PCTCN2015077174-appb-000005
Figure PCTCN2015077174-appb-000005
从上式可以看出,一个单频干扰经解调、滤波后的输出是一个带宽受限的线性调频信号。该信号的带宽为低通滤波器的带宽b。It can be seen from the above equation that the demodulated and filtered output of a single-frequency interference is a bandwidth-limited chirp signal. The bandwidth of this signal is the bandwidth b of the low pass filter.
图2说明了频率为frfi的射频干扰经系统处理的过程。与雷达工作频率同频段的射频干扰与线性调频本振信号混频后将产生新的线性调频信号,经过低通滤波器后在时域上明显具有短时性,其持续时间
Figure PCTCN2015077174-appb-000006
而在频域(即距离谱)上极大地增加了基底噪声,并且该干扰在距离多普勒谱上呈现为平行于距离轴的干扰带。
Figure 2 illustrates the process by which the RF interference at frequency f rfi is processed by the system. The radio frequency interference in the same frequency band as the radar operating frequency is mixed with the chirped local oscillator signal to generate a new chirp signal, which is obviously short-lived in the time domain after passing through the low-pass filter, and its duration
Figure PCTCN2015077174-appb-000006
The base noise is greatly increased in the frequency domain (i.e., the distance spectrum), and the interference appears as an interference band parallel to the distance axis on the distance Doppler spectrum.
若有多个射频干扰如下:If there are multiple RF interferences as follows:
Figure PCTCN2015077174-appb-000007
Figure PCTCN2015077174-appb-000007
其中fc为载波,fi为某一频率成份相对载波的频率偏差,ai为第i个频率成份的幅度,
Figure PCTCN2015077174-appb-000008
为初始相位,N为不同频率干扰的个数。
Where f c is the carrier, f i is the frequency deviation of a certain frequency component relative to the carrier, and a i is the amplitude of the ith frequency component,
Figure PCTCN2015077174-appb-000008
For the initial phase, N is the number of different frequency interferences.
距离多普勒谱上将出现多个平行于距离轴的干扰带,通常会淹没Bragg峰,从而严重影响雷达的探测性能。A plurality of interference bands parallel to the distance axis will appear on the Doppler spectrum, which will usually flood the Bragg peak, thus seriously affecting the radar detection performance.
本发明正是利用射频干扰解调后时间短和强度大的特性,对回波的时间序列 进行经验模态分解为多个IMF,并分别进行干扰抑制,最大程度地保留了信号特征。具体实施步骤参见图3:The invention is characterized by short time and high intensity after demodulation by radio frequency interference, and time series of echoes The empirical mode is decomposed into multiple IMFs, and interference suppression is performed separately, and the signal characteristics are retained to the greatest extent. See Figure 3 for specific implementation steps:
步骤1,根据雷达波形参数和雷达的最大探测距离,设定频率阈值fmax Step 1, setting a frequency threshold f max according to the radar waveform parameter and the maximum detection distance of the radar;
步骤2,对接收的原始信号进行经验模态分解(EMD),得到n个(n≥2)本征模态函数(IMF)和一个趋势函数rn(t);Step 2: performing empirical mode decomposition (EMD) on the received original signal to obtain n (n≥2) eigenmode functions (IMF) and a trend function r n (t);
EMD分解方法的步骤:Steps of the EMD decomposition method:
①将信号x(t)的极大值和极小值分别用三次样条函数连接,形成上、下包络;1 The maximum value and the minimum value of the signal x(t) are respectively connected by a cubic spline function to form an upper and a lower envelope;
②对于每一时刻,取上下包络的平均值形成信号m1(t),然后将信号x(t)减去m1(t)形成另一信号h1(t),即:2 For each moment, take the average of the upper and lower envelopes to form the signal m 1 (t), then subtract m 1 (t) from the signal x(t) to form another signal h 1 (t), ie:
x(t)-m1(t)=h1(t)           (5)x(t)-m 1 (t)=h 1 (t) (5)
③对信号h1(t)重复①、②得信号h2(t),即:3 pairs of signals h 1 (t) repeat 1, 2 get the signal h 2 (t), namely:
h1(t)-m2(t)=h2(t)          (6)h 1 (t)-m 2 (t)=h 2 (t) (6)
其中,m2(t)为h1(t)的上下包络的平均值形成的信号。Here, m 2 (t) is a signal formed by the average value of the upper and lower envelopes of h 1 (t).
④将上述步骤①、②、③复下去,直至(例如经过k次重复)得到的信号hk(t)为一个IMF,即:4 Repeat steps 1, 2, and 3 above until the signal h k (t) obtained (for example, after k repetitions) is an IMF, namely:
hk(t)=hk-1(t)-mk(t)              (7)h k (t)=h k-1 (t)-m k (t) (7)
如此就从信号x(t)中分解出第一模态hk(t)并记为C1(t),这样的处理过程称为筛选过程;Thus, the first modality h k (t) is decomposed from the signal x(t) and recorded as C 1 (t), and such a process is called a screening process;
⑤将x(t)减去第一模态C1(t),形成新的信号r1(t),即:5 Subtracting x(t) from the first modality C 1 (t) to form a new signal r 1 (t), namely:
x(t)-C1(t)=r1(t)         (8)x(t)-C 1 (t)=r 1 (t) (8)
再对r1(t)重复步骤①、②、③、④,计算第二模态C2(t); Repeating steps 1, 2, 3, and 4 for r 1 (t) to calculate a second mode C 2 (t);
⑥将r1(t)减去C2(t)又形成新的信号r2(t),即:6 Subtracting r 1 (t) from C 2 (t) forms a new signal r 2 (t), namely:
r1(t)-C2(t)=r2(t)         (9)r 1 (t)-C 2 (t)=r 2 (t) (9)
再对r2(t)重复步骤①、②、③、④,计算第三模态C3(t); Repeating steps 1, 2, 3, and 4 for r 2 (t) to calculate a third mode C 3 (t);
⑦如此重复步骤①、②、③、④,直到最后的rn(t)为一单调函数,这样就将x(t)分解出了n个IMF和一个趋势函数rn(t)。7 Repeat steps 1, 2, 3, and 4 until the last r n (t) is a monotonic function, thus decomposing x(t) out of n IMFs and a trend function r n (t).
步骤3,设窗函数:Step 3, set the window function:
Figure PCTCN2015077174-appb-000009
Figure PCTCN2015077174-appb-000009
其中N为IMF的数据长度,L为窗函数长度,设为4。求出第一个IMF的标准差σ,设σ为瞬态干扰的检测门限。然后矩形窗在第一个IMF上滑动,计算每一个滑窗内数据的标准方差
Figure PCTCN2015077174-appb-000010
Figure PCTCN2015077174-appb-000011
时就判定该段回波数据中含有干扰,如果不是,继续进行下一滑窗,由此检测到干扰的位置。
Where N is the data length of the IMF and L is the length of the window function, which is set to 4. Find the standard deviation σ of the first IMF, and set σ as the detection threshold of transient interference. The rectangular window then slides over the first IMF to calculate the standard deviation of the data in each sliding window.
Figure PCTCN2015077174-appb-000010
when
Figure PCTCN2015077174-appb-000011
It is determined that the echo data in the segment contains interference, and if not, the next sliding window is continued, thereby detecting the location of the interference.
步骤4,对任意一个IMF进行Hilbert变换,找到该IMF每一个时间点对应的瞬时频率,即:Step 4: Perform a Hilbert transform on any IMF to find the instantaneous frequency corresponding to each time point of the IMF, namely:
[A f]=hilbert(IMF)          (11)[A f]=hilbert(IMF) (11)
其中A代表每一个时间点对应的振幅,f代表每一个时间点对应的瞬时频率。Where A represents the amplitude corresponding to each time point and f represents the instantaneous frequency corresponding to each time point.
步骤5,求出该IMF的平均幅值Amean,当干扰位置的高于三倍幅值Amean时,将该点的幅值置为零,即IMF(A>3*Amean)=0;否则,若干扰位置点的瞬时频率高于设定的频率阈值fmax,也将该点的幅值置为零,即IMF(f≥fmax)=0;遍历完所有干扰位置的采样点后,转到步骤6;In step 5, the average amplitude A mean of the IMF is obtained. When the interference position is higher than the triple amplitude A mean , the amplitude of the point is set to zero, that is, IMF (A>3*A mean )=0. Otherwise, if the instantaneous frequency of the interference location point is higher than the set frequency threshold f max , the amplitude of the point is also set to zero, ie IMF (f ≥ f max ) = 0; traversing the sampling points of all interference locations After that, go to step 6;
步骤6,对所有的IMF重复步骤4和步骤5过程。直到完成对所有IMF的处理,转到步骤7;Step 6. Repeat steps 4 and 5 for all IMFs. Until the processing of all IMFs is completed, go to step 7;
步骤7,将经过处理的所有IMF分量和原趋势项相加,即得到干扰抑制后的信号。In step 7, all the processed IMF components and the original trend items are added to obtain a signal after interference suppression.
图4为存在射频干扰的距离谱,图5为射频干扰抑制后的距离谱,可见射频干扰得到了很大抑制,同时信号没有损失,信噪比显著提高。 Figure 4 shows the distance spectrum of radio frequency interference. Figure 5 shows the distance spectrum after radio frequency interference suppression. It can be seen that the radio frequency interference is greatly suppressed, and the signal is not lost, and the signal-to-noise ratio is significantly improved.

Claims (4)

  1. 一种高频地波雷达射频干扰抑制的方法,其特征在于:包括以下步骤:A method for suppressing radio frequency interference of a high frequency ground wave radar, comprising: the following steps:
    步骤1,根据雷达波形参数和雷达的最大探测距离,设定频率阈值fmaxStep 1, setting a frequency threshold f max according to the radar waveform parameter and the maximum detection distance of the radar;
    步骤2,对接收的原始信号进行经验模态分解EMD得到两个以上本征模态函数IMF和一个趋势函数rn(t);Step 2, performing empirical mode decomposition EMD on the received original signal to obtain two or more eigenmode functions IMF and a trend function r n (t);
    步骤3,对受射频干扰影响最为明显的第一个本征模态函数IMF,通过标准差判定和滑窗处理检测出射频干扰,标记射频干扰的位置;Step 3: The first eigenmode function IMF, which is most affected by radio frequency interference, detects radio frequency interference by standard deviation determination and sliding window processing, and marks the location of radio frequency interference;
    步骤4,选择一个本征模态函数IMF,对其进行Hilbert变换,找到该本征模态函数IMF每一个时间点对应的瞬时频率,即:Step 4: Select an eigenmode function IMF, perform a Hilbert transform, and find the instantaneous frequency corresponding to each time point of the eigenmode function IMF, namely:
    [A f]=hilbert(IMF)[A f]=hilbert(IMF)
    步骤5,求出步骤4所述本征模态函数IMF的平均幅值Amean,当干扰位置点的幅度高于三倍平均幅值Amean时,将该干扰位置点的幅值置为零,即IMF(A>3*Amean)=0;否则,若干扰位置点的瞬时频率高于设定的频率阈值fmax,也将该干扰位置点的幅值置为零,即IMF(f≥fmax)=0;遍历完所有干扰位置的采样点后,转到步骤6;Step 5: Find the average amplitude A mean of the eigenmode function IMF in step 4, and set the amplitude of the interference position point to zero when the amplitude of the interference position point is higher than the triple average amplitude A mean , that is, IMF (A>3*A mean )=0; otherwise, if the instantaneous frequency of the interference position point is higher than the set frequency threshold f max , the amplitude of the interference position point is also set to zero, that is, IMF (f ≥f max )=0; after traversing the sampling points of all the interference positions, go to step 6;
    步骤6,对所有本征模态函数IMF重复步骤4和步骤5,直到完成对所有本征模态函数IMF的处理,转到步骤7;Step 6, repeat steps 4 and 5 for all eigenmode functions IMF until the processing of all eigenmode functions IMF is completed, go to step 7;
    步骤7,将经过处理的所有IMF和原趋势函数相加,得到干扰抑制后的信号。In step 7, all the processed IMFs and the original trend function are added to obtain a signal after interference suppression.
  2. 如权利要求1所述的一种高频地波雷达射频干扰抑制的方法,其特征在于:所述步骤3中,求出第一个本征模态函数IMF的标准差σ,在第一个本征模态函数IMF中,通过对该本征模态函数IMF滑窗来判定是否高于标准差σ,以确定射频干扰位置。A method for radio frequency interference suppression of a high frequency ground wave radar according to claim 1, wherein in step 3, a standard deviation σ of the first eigenmode function IMF is obtained, in the first In the eigenmode function IMF, it is determined whether the radio frequency interference position is determined by determining whether the eigenmode function IMF sliding window is higher than the standard deviation σ.
  3. 如权利要求1或2所述的一种高频地波雷达射频干扰抑制的方法,其特征在于:所述步骤3中,将窗的长度设为L,求出窗内L个点的标准差
    Figure PCTCN2015077174-appb-100001
    如果其中一个点的标准差
    Figure PCTCN2015077174-appb-100002
    高于σ,判定此处是射频干扰,否则,继续进行下一滑窗,由此检测到干扰的位置。
    The method for suppressing radio frequency interference of a high-frequency ground wave radar according to claim 1 or 2, wherein in the step 3, the length of the window is set to L, and the standard deviation of L points in the window is obtained.
    Figure PCTCN2015077174-appb-100001
    If the standard deviation of one of the points
    Figure PCTCN2015077174-appb-100002
    Above σ, it is determined that this is radio frequency interference, otherwise, the next sliding window is continued, thereby detecting the location of the interference.
  4. 如权利要求1所述的一种高频地波雷达射频干扰抑制的方法,其特征在A method for suppressing radio frequency interference of a high frequency ground wave radar according to claim 1, wherein
    于:所述步骤2中经验模态分解EMD的步骤如下, The steps of the empirical mode decomposition EMD in the step 2 are as follows.
    ①将接收的原始信号x(t)的极大值和极小值分别用三次样条函数连接,形成上、下包络;1 The maximum value and the minimum value of the received original signal x(t) are respectively connected by a cubic spline function to form an upper and a lower envelope;
    ②对于每一时刻,取上下包络的平均值形成信号m1(t),然后将信号x(t)减去m1(t)形成另一信号h1(t),即:2 For each moment, take the average of the upper and lower envelopes to form the signal m 1 (t), then subtract m 1 (t) from the signal x(t) to form another signal h 1 (t), ie:
    x(t)-m1(t)=h1(t)x(t)-m 1 (t)=h 1 (t)
    ③对信号h1(t)重复①、②得信号h2(t),即:3 pairs of signals h 1 (t) repeat 1, 2 get the signal h 2 (t), namely:
    h1(t)-m2(t)=h2(t)h 1 (t)-m 2 (t)=h 2 (t)
    其中,m2(t)为h1(t)的上下包络的平均值形成的信号;Where m 2 (t) is a signal formed by the average of the upper and lower envelopes of h 1 (t);
    ④将上述步骤①、②、③重复下去,直至得到的信号hk(t)为一IMF,即:4 Repeat steps 1, 2, and 3 above until the obtained signal h k (t) is an IMF, that is:
    hk(t)=hk-1(t)-mk(t)h k (t)=h k-1 (t)-m k (t)
    如此就从信号x(t)中分解出第一模态hk(t)并记为C1(t),这样的处理过程称为筛选过程;Thus, the first modality h k (t) is decomposed from the signal x(t) and recorded as C 1 (t), and such a process is called a screening process;
    ⑤将x(t)减去第一模态C1(t),形成新的信号r1(t),即:5 Subtracting x(t) from the first modality C 1 (t) to form a new signal r 1 (t), namely:
    x(t)-C1(t)=r1(t)x(t)-C 1 (t)=r 1 (t)
    再对r1(t)重复步骤①、②、③、④,计算第二模态C2(t);Repeating steps 1, 2, 3, and 4 for r 1 (t) to calculate a second mode C 2 (t);
    ⑥将r1(t)减去C2(t)又形成新的信号r2(t),即:6 Subtracting r 1 (t) from C 2 (t) forms a new signal r 2 (t), namely:
    r1(t)-C2(t)=r2(t)r 1 (t)-C 2 (t)=r 2 (t)
    再对r2(t)重复步骤①、②、③、④,计算第三模态C3(t);Repeating steps 1, 2, 3, and 4 for r 2 (t) to calculate a third mode C 3 (t);
    ⑦如此重复步骤①、②、③、④,直到最后的rn(t)为一单调函数,这样就将x(t)分解出了两个以上的IMF和一个趋势函数rn(t)。 7 Repeat steps 1, 2, 3, and 4 until the final r n (t) is a monotonic function, thus decomposing x(t) out of more than two IMFs and a trend function r n (t).
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DE102019114551A1 (en) * 2019-05-29 2020-12-03 Infineon Technologies Ag DETECTION OF INTERFERENCE-RELATED INTERFERENCE IN FMCW RADAR SYSTEMS
CN110398718B (en) * 2019-06-26 2023-03-17 武汉大学 Radio frequency interference suppression method based on FRFT frequency estimation subspace
CN111537989B (en) * 2020-03-25 2022-07-15 中国电子科技集团公司第二十九研究所 Method for extracting signal micro Doppler modulation component based on empirical mode decomposition
CN112379337A (en) * 2020-10-13 2021-02-19 北京信息科技大学 Short-distance false alarm eliminating method for long-short pulse combined pulse compression radar
CN113238190B (en) * 2021-04-12 2023-07-21 大连海事大学 Ground penetrating radar echo signal denoising method based on EMD combined wavelet threshold
CN114740432B (en) * 2022-04-22 2023-04-14 哈尔滨工业大学 Composite multi-factor high-frequency ground wave radar comprehensive frequency selection method

Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US7464006B1 (en) * 2003-10-09 2008-12-09 The United States Of America As Represented By The Administrator Of The National Aeronautics And Space Administration Analyzing nonstationary financial time series via hilbert-huang transform (HHT)
CN101887407A (en) * 2010-07-16 2010-11-17 哈尔滨工业大学 Hilbert-Huang transform-based equipment or system built-in test signal characteristic extraction method
CN102692625A (en) * 2012-05-15 2012-09-26 哈尔滨工程大学 Joint modeling method for features of underwater target echo and reverberation in Rn space
CN103954944A (en) * 2014-05-14 2014-07-30 武汉大学 Radio-frequency interference suppression method of high-frequency ground wave radar

Family Cites Families (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US6608586B1 (en) * 2002-07-25 2003-08-19 Sandia Corporation Method for removing RFI from SAR images
CN100472223C (en) * 2006-01-20 2009-03-25 武汉大学 Anti-RF interference method for high frequency radar

Patent Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US7464006B1 (en) * 2003-10-09 2008-12-09 The United States Of America As Represented By The Administrator Of The National Aeronautics And Space Administration Analyzing nonstationary financial time series via hilbert-huang transform (HHT)
CN101887407A (en) * 2010-07-16 2010-11-17 哈尔滨工业大学 Hilbert-Huang transform-based equipment or system built-in test signal characteristic extraction method
CN102692625A (en) * 2012-05-15 2012-09-26 哈尔滨工程大学 Joint modeling method for features of underwater target echo and reverberation in Rn space
CN103954944A (en) * 2014-05-14 2014-07-30 武汉大学 Radio-frequency interference suppression method of high-frequency ground wave radar

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
ZHOU, ZHONGGEN ET AL.: "Transient Interference Suppression Based on Complex Empirical Mode Decomposition in over-the-Horizon Radar", JOURNAL OF ELECTRONICS & INFORMATION TECHNOLOGY, vol. 33, no. 12, 31 December 2011 (2011-12-31), pages 2831, ISSN: 1009-5896 *
ZHU, LIPING ET AL.: "Suppression of Radar Clutter Based on HHT", MODERN DEFENCE TECHNOLOGY, vol. 39, no. 6, 31 December 2011 (2011-12-31), pages 186, ISSN: 1009-086X *

Cited By (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20210405183A1 (en) * 2017-03-02 2021-12-30 Symeo Gmbh Method and apparatus for capturing the surroundings
US11906655B2 (en) * 2017-03-02 2024-02-20 Symeo Gmbh Method and apparatus for capturing the surroundings
CN110045337A (en) * 2019-05-10 2019-07-23 武汉大学 High-frequency ground wave radar radio frequency interference suppressing method based on tensor subspace projection
CN110045337B (en) * 2019-05-10 2023-07-21 武汉大学 High-frequency ground wave radar radio frequency interference suppression method based on tensor subspace projection
CN116430347A (en) * 2023-06-13 2023-07-14 成都实时技术股份有限公司 Radar data acquisition and storage method
CN116430347B (en) * 2023-06-13 2023-08-22 成都实时技术股份有限公司 Radar data acquisition and storage method

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