1. Introduction
The Inverse Synthetic Aperture Radar (ISAR) is a valuable instrument for target feature extraction and recognition in military air defense and anti-missile applications as it allows high-resolution two-dimensional imaging of airborne targets at all times and in all weather conditions [
1,
2,
3]. Under the model that the radar platform is not moving while the target aircraft is in motion, the ISAR image can usually be obtained by signal processing in range and azimuth direction, respectively. The feature extraction technology based on ISAR images can obtain more features of the monitored target, such as size, area, trajectory, etc. [
4,
5]. The target feature extraction and fusion technology has greatly promoted the rapid development of radar automatic target recognition technology. As a result, interference with ISAR has gained attention in radar countermeasures.
Since the development of Digital Radio Frequency Memory (DRFM) technology, intercepted radar echoes can now be processed using time-frequency modulation methods, enabling the generation of a range of jamming signals to interfere with ISAR imagery [
6,
7,
8]. In [
6], the principles of Digital radio frequency memory (DRFM) are discussed, which are used for storing radio frequency signals and implementing false targets in the ECM system. In [
7], a shift-frequency theory-based jamming method is proposed. The signal which is intercepted by DRFM from two channels can be modulated with a time-variable phase, and then a jamming signal is generated. In [
8], the jamming signals emitted by the electronic countermeasure system (ECM) are analyzed after phase quantization which DRFM performs. Extensive study has been done on this technology because of how crucial DRFM is to electronic warfare [
9].
Numerous studies have been conducted on deceptive jamming technology based on DRFM. Interrupted-sampling repeater jamming (ISRJ), which creates dense fake targets or stripe coverage for deceptive jamming, is one of the popular techniques [
10,
11]. In [
10], a repeating jamming method is proposed, and the ISRJ technology’s mathematical foundations are established. In [
11], the application of ISRJ against wideband radar with linear frequency modulated (LFM) signal is studied that multiple verisimilar false targets can be induced by the jamming signal, and some false targets can precede the real target. Additionally, ISRJ can be used on ISAR images with phase coding and precede false targets formed with partial receiving and predictive repeater [
12]. The paper [
13,
14,
15] proposes an improved ISRJ technique of sub-Nyquist sampling, whose sampling rate is less than the Nyquist sampling rate. In [
13], the method for jamming ISAR systems is proposed, which can generate vivid false targets by modulating false target information on radar signals intercepted by sub-Nyquist sampling. In [
14,
15], the jamming method based on sub-Nyquist sampled is studied so that multiple deceptive false-target images with finer resolution can be formed after compressed sensing (CS) with sub-Nyquist sampled jamming signals. The radar target echo, which is overlaid with the reversed phase jamming signal, can also be canceled using ISRJ [
16,
17,
18].
Whether it is a strip-covered target or a range of dense false realistic targets, it is obvious for the discriminator to distinguish interference by jamming signal. Moreover, the transmitting signal’s parameters can be changed, or anti-jamming techniques can be used to filter out the jamming signal [
19,
20,
21]. In [
19], an anti-jamming method of double emission wave is proposed, which can filter out false targets along the range and azimuth dimensions, respectively. In [
20], an adaptive anti-jamming method based on CS is proposed, which filters the ISRJ signal according to the jamming signal characteristics of energy concentrated and sparse. In [
21], a one-dimensional semi-parametric anti-jamming method is proposed, which estimates the echo parameter with sparse decomposition, and the ISRJ signal is suppressed. In other words, these deceptive techniques do not succeed in tricking the radar’s recognition. Therefore, it is very practical to disable the radar’s ability to detect interference and identify targets incorrectly.
Target identification based on ISAR imaging ignores factors such as target position and imaging window size and solely considers a target’s shape feature. Hence, the time-frequency modulation techniques can be applied to precisely change a target’s shape features. Paper [
22] proposes an ISAR deception jamming technique based on a three-dimensional point model, which can be rotated to provide a false target template from different directions. The phase of intercepted ISAR chirp pulses is modulated by an all-digital image synthesizer (DIS) [
23] to generate signals which can induce false targets in ISAR. Point models that have to adjust with the airplane’s attitude are designed in accordance with radar cross-section (RCS) data [
24] in order to produce accurate false targets for ISAR. Based on an electromagnetic model, the technique suggested in [
25] creates deceptive jamming signals of several false targets. Unfortunately, in order to produce realistic false targets, these techniques need a substantial amount of processing power and storage space in the hardware. Paper [
26] proposes an enhanced two-stage DIS algorithm (T-DIS) that more quickly multiplies the collected ISAR signal by a preconfigured matrix. However, the movement of various scatters in the airplane target is not taken into account by this method, making it impossible to precisely determine the relative positions between the false target and the real target in the ISAR image. Additionally, the shape features of the real target still remain in the ISAR image because the real echoes are not eliminated.
This article proposes a Template Multiplication Modulated/Time Delay algorithm, which efficiently generates false target scatters with template multiplication modulation and eliminates real target scatters with template time delay in ISAR. The proposed technology can adaptively transform real objectives into false targets. Firstly, the ISAR images of the real and false targets are processed to obtain two templates which contain the extra scatters template and deficient scatters template from the false target to the true target. Secondly, the jamming signals of the extra scatters are generated by multiplication modulation based on the extra scatters template. In contrast, the jamming signals of the deficient scatters are generated by time delay based on the deficient scatters template. The shape of the target in the final ISAR image is altered from the true target to the preset false target after superimposing the jamming signal on the real target echoes at the radar receiver. In response to changes in template resolution, the proposed method can adaptively modify the eliminated and added scatters.
The structure of this paper is organized as follows: In
Section 2, the signal model of ISAR imaging is demonstrated.
Section 3 derives the procedure and principle of the proposed method in detail.
Section 4 presents numerous simulations. Finally,
Section 5 draws conclusions.
2. ISAR Imaging Model
The motion of the target is assumed to be compensated in the turntable model already [
27], and the three-dimensional (3D) motion of the target is transformed to a 2D plane during the Coherent processing interval (CPI), as shown in
Figure 1.
The radar is supposed to transmit LFM signals, which can be represented as
where
,
represents the fast time,
represents the slow time,
is the width of the pulse,
is chip rate, and
is the center frequency. Then the received echo signal reflected from the scatter
can be expressed as
where
is the speed of the electromagnetic wave, and
denotes the distance between the radar and the scatter
on the target. On the target, a reference point is chosen, and the reference distance is set to
. Then the reflected echo of the reference scatter can be expressed as
De-chirp on Equation (2) with Equation (3) as
where
, and perform FFT transformation on the fast time of Equation (4), then the High-Resolution Range Profile (HRRP) can be expressed as
Assuming the coordinate of the scatter on the plane is
. The distance from the scatter and the reference point can be expressed as
where
represents the equivalent rotational angular velocity of the target in the turntable model. After substituting Equation (6) into Equation (5) and compensating the phase term of residual video phase (RVP) and oblique envelope term, the HRRP expression of
echoes can be expressed as
Performing the FFT transformation of the slow time in Equation (7), the ISAR image can be obtained as
where
is the wavelength. Then the ISAR image of the target scatter can be obtained.
3. The Deceptive Jamming Method
The creation of the jamming signal is depicted in
Figure 2. The intercepted LFM signal is multiplied with a false target template that has already been created at the jammer to produce the jamming signal, which is then phase-corrected appropriately. The radar’s target echo signal is then superimposed with the ensuing jamming signal. As a consequence, the template’s predefined false target can be seen in the ISAR image. The process of creating the jamming signal is expressed as follows:
(1) Templates generation. After a number of processes, including binarization based on the ISAR images of the actual target and the false target, the templates for the true and false targets are obtained. It should be noticed that the true and false target templates are not simply an arithmetic processing of the ISAR images but rather the relative positions of the genuine targets obtained after the calibration operation. Then the template of adding scatter and eliminating scatter is extracted using comparison procedures between the false target template and the real target template, respectively;
(2)
Frequency shift of multiplication template. By Fourier transforming the template generated in step (1) and compensating it with the frequency shift amount, which is derived in
Section 3.3, the template data can be obtained. The jamming signal created by this template will then induce scatters at the same coordinate as the scatters echo of the actual target. This process can be summarized in two phases: (1)
FFT transformation and (2) phase compensation;
(3) Generation of template multiplication signal. In this stage, the template data are repeatedly sampled with the proper interval along the 2D dimension to create the jamming template matrix. This process can be seen as a conversion from the time domain to the frequency domain. By multiplying the intercepted LFM signal by the jamming template matrix, the jamming signal is then produced. The scatters induced by this jamming signal will appear in the same place in the ISAR image as the fake template. As the sample interval is frequently not an integer, it is important to note that linear interpolation or sinc interpolation is typically employed to build the template. This process can be summarized in two phases: (1) sampling and interpolation, (2) multiplication;
(4) Generation of template cancellation signal. This step happens in tandem with step (2) and step (3). Here, a time delay is used to achieve signal cancellation. The LFM signal that the jammer has intercepted is then modulated with the appropriate time delay and reverse phase based on the coordinates of the elimination scatters in the template data (obtained in step 1), creating the jamming signal and sending it to the radar receiver.
3.1. Templates Generation
The proposed method is utilized to create the jamming signal, which can then be superimposed with the echoes from the original target to create a false target in the ISAR image. Additionally, by processing the original target template A and the false target template B with dissimilarity handling, the template that is employed to generate the interfering signal is obtained. The real target template A is an ISAR image that was acquired beforehand based on the echoes of the real target scatters, and following the calibration procedure, the true spatial position of the target scatter was discovered. The false target spatial position, represented by false target template B, was determined from the anticipated jammer image. The scattering point template of B more than A can be obtained by processing A and B with XOR processing. This template can then be used to generate the forward-phase jamming signal using the intercepted LFM signal. In a similar manner, the scatter template of A more than B can be obtained, and the reverse-phase jamming signal can then be produced. Jamming signals in the reverse phase can eliminate the echo of the real target scatters, removing the scatters upward from the ISAR, while jamming signals in the forward phase can add scatters to the ISAR image. Regardless of whether the template must be used to generate forward-phase and reverse-phase signals, the precise procedure for creating the false target template is explained as follows:
(1) In order to obtain the spatial position of scatters, the ISAR images A and B are subjected to calibration processing and 0/1 binarization processing separately. This procedure sets the pixel as one if there is a value and as 0 otherwise, which are then denoted as template A and template B, respectively;
(2) The intersection procedure between templates A and B can be carried out as to produce the same scatter between them. By multiplying the matrices of template A and template B, this procedure can be carried out;
(3) In order to obtain the different scatter between template A and template B, the following dissimilarity operation is performed:
where template
includes the extra scatters in template
that are not present in template
, and template
includes the extra scatters in template
that are not in template
;
(4) To create false target templates with various scattering coefficients, the resultant templates are multiplied by the relevant ISAR images of A and B.
The false template for generating a jamming signal can be obtained after the steps above. Assuming the template pixel size is , and there exists a scatter with a scattering coefficient on the template, denoted as . Assuming the template resolution along the range and azimuth directions corresponding to the ISAR image are and , respectively, then the range length is , and the azimuth length is . If the center of the template is set to the origin, the coordinates of the scattering point is .
3.2. Frequency Shift of Multiplication Template
The wave range difference of each real scatter that the radar receiver receives is used to create the target ISAR image. The jammer must send a jamming signal with the same phase as the real scatters in order to add scatters to the ISAR image. When the proper frequency-shift amount is added, the jamming signal can be compared to the echoed reflection of the scattering point at the jammer’s location. The principle that the coordinates of the scattering point in the ISAR image are the same as the coordinates on the dummy target template are used to determine the precise amount of frequency shift. The jamming signal’s precise frequency shift will be derived as follows:
Firstly, the radar transmits the LFM signal, as represented in Equation (1), which is intercepted by the jammer and forwarded after the frequency shift procession. The resulting jamming signal can be represented as:
where
and
represent the frequency shift amounts along the range and azimuth directions, respectively. If this jamming signal is imaged directly without taking into account the electromagnetic wave path, a frequency shift occurs along the range directions
, and the azimuth directions
compared to the LFM signal.
After pulse compression, the jamming signal has the potential to affect the peak positions along the range and the azimuth directions of the ISAR image, which can be expressed respectively as
The frequency shift amount along the range and azimuth directions are represented by and respectively, which can be obtained from Equation (10). These two parameters determine the positions of false targets along both the range and azimuth directions on the ISAR image. The signal generated by the jammer is not immediately processed in actual ISAR imaging. Different amounts of frequency shift exist between the LFM signal captured by the jammer and the echo of the real scatter that corresponds to the false target template. Therefore, the time delay amount of the echo must be counted in, and the relationship between the frequency shift parameters / and the positions of the scatter on the false targets template is derived below.
The jamming signal emitted by the jammer can be considered equivalent to the frequency shift signal reflected from the scatter
at the position of the jammer. This can be expressed as follows:
where
represents the path of the reflected echo from the scatter
on the target. After de-chirping, the jamming signal can be obtained as
where
represents the distance between the jammer and the target reference point. Assuming that the center point of the target (i.e., reference point) is the origin of the turntable model, the value of
can be substituted into Equation (12). This allows the jamming signal to be expressed as follows:
The FFT transformation is performed on the fast time
of Equation (15). This results in the high range resolution profile (HRRP), which can be expressed as follows:
where the second and third terms represent the phase of the RVP term and the oblique envelope term, respectively, which will be compensated. Counting in pulse accumulation, the HRRP of multiple echoes can be obtained as
where
represents the number of pulse echoes. Assuming that the jammer’s coordinates on the plane in the turntable model are represented by
. The distance between the jammer position and the reference point can be expressed as
where
represents the equivalent rotational angular velocity of the target in the turntable model. After substituting Equation (18) into Equation (17) and extracting the corresponding phase term, the expression of the jamming signal can be expressed as:
Performing the FFT transformation of the slow time in Equation (19), the ISAR image can be obtained as
whose phase term can be ignored as a constant term. Therefore, the false scatter coordinates of the ISAR image induced by the jamming signal along the range and the azimuth directions are
where
can be regarded as a constant in one echo. In order to ensure that the scatter positions of the ISAR image induced by the jamming signal are the same as those of the false scatters in the template, the following equation needs to be established:
Therefore, the frequency shift amount of the LFM signal captured by the jammer should be
The jamming signal received by the radar can produce the ISAR image after pulse compression if the jammer shifts frequency of the intercepted LFM signal along the azimuth direction and distance direction by and , respectively. The coordinates of the scatters in the ISAR image are , which correspond to the position of the target on the false template.
3.3. Generation of Template Multiplication Signal
In order to generate jamming signals that can induce scatters at corresponding positions on the ISAR image, the underlying template
should be preprocessed by sampling and frequency shifted first. Then, the processed template
is multiplied with the intercepted LFM signal for generating the jamming signal. Based on Equations (10) and (23), the form of the processed template
can be derived as
It is necessary to preprocess the false target template for the frequency shift template, which can be divided into three steps: (1) FFT transformation, (2) phase compensation, and (3) equidistant sampling along two dimensions of template data.
Firstly, the false target template
is subjected to 2D FFT transformation, which is equivalent to transforming the false target template from the image domain to the frequency domain. The result of the FFT transformation is
where
and
are the number of points in the FFT transformation along the range and azimuth dimension, respectively, and they satisfy the inequalities of
and
. The parameter
and
represent the positional coordinates of false scatters on the template, respectively.
Next, in order to transform the form of Equation (25) to Equation (24), Equation (20) should be multiplied by a correction matrix that performs phase compensation on the false target template in the frequency domain. The correction matrix
can be expressed as
Thus, the frequency domain expression for the interference signal template can be obtained as
By comparing Equations (27) and (24), the jamming template
can be obtained once the equality equation exists below
In fact, the jamming template can be regarded as the time domain form of the jamming template.
The third step is sampling the template with equal intervals from Equation (28), and the interval can be derived as follow.
If the sampling rate of the jammer A/D device is represented by
and the pulse repetition time is represented by
, there exists a correspondence between the fast/slow time and the range/azimuth directions.
Suppose the intervals of the template along the range and azimuth directions are represented by
and
, and the corresponding sampling points along two dimensions are denoted by
and
, respectively. The relationship between them can be expressed as:
By substituting Equations (30) and (29) into Equation (28), the sampling interval can be derived as:
Since and are not integers, interpolation of linear or sinc function is typically used to convert the interval to integers. The frequency shift template can be obtained by sampling, and the jamming signal with added scatter can be generated by multiplying this template with the intercepted LFM signal.
3.4. Generation of Template Cancellation Signal
Because there are multiple phase terms from the reflected echo of real target scatter, the jamming signal generated through the method of template frequency shift cannot compensate for these multiple phases. Therefore, this method of template frequency shift cannot generate the eliminating jamming signal that removes the real target scatters on the ISAR image correspondingly. In contrast, the method of template time delay is used for target cancellation. An appropriate time delay is added to the signals captured by the jammer, and the time delay amount can be determined according to the distance difference between the location of the real eliminated scatters and the location of the jammer on the target. Additionally, the time delay signal is increased by another phase. Then the radar receiver will receive a jamming signal with the same amplitude as the real corresponding scatter echoes but with an opposite phase. Thereby, the signal of the real target scatter can be eliminated, and the scatters in ISAR will be removed. The signal cancellation model is shown in
Figure 3.
As shown in
Figure 3,
represents the points that need to be eliminated from the real target ISAR image, and its coordinates in the false target template are
whose coordinate system (x’oy’) is based on
as the origin. Namely,
also represents the position in the false target template. Additionally,
represents the position whose coordinate system is based on the reference point of a true target as the origin. Thus, the echo path
reflected from the radar to the real scatter
of the target and back to the radar can be represented as
where
represents the initial coordinate position of the real target reference point in the radar ISAR imaging coordinate system (XOY). The reflected echo distance from the scatter at the position of the jammer to the receiver can be represented as
Then, the time difference between the reflected echoes from position
and position
can be represented as
Without hardware delay, the jammer will capture the LFM signal and add the corresponding time delay based on the coordinate parameters of each scattering point in the false target template
and then forward it to the radar receiver directly. The transmitted jamming signal added with phase can be represented as
where
represents the scattering coefficient. Thus, the jamming signal received at the radar receiver can be expressed as
which have the same amplitude as the real scatter echo but with the opposite phase. Then the signal can be eliminated.
According to the algorithm flow block diagram in
Figure 2, the proposed method mainly consists of two parts:
Generation of template multiplication signal and
Generation of template cancellation signal. When generating the jamming signal, these two parts are in progress simultaneously. Thus, the time complexity of the method should be the more complex of the two parts. In the process of
Generation of template multiplication signal, the operations that consume computing time mainly include the Fourier transform, Hadamard multiplication, and interval sampling. In the process of the
Generation of template cancellation signal, the operations that consume computing time mainly is time delay operation. As we know, the time complexity of the Fourier transform is
, the time complexity of the Hadamard multiplication is
, and the time complexity of the interval sampling is
. The time complexity of the time delay operation depends on the number of scatters to be eliminated and the distance between the eliminated scatter and the center
point on the false target template. Assuming that the time delay operation is performed on all scatters simultaneously based on the scatters on the false target template, the time complexity of the time delay operation is less than several other operations. Thus, the time complexity of the whole method is the maximum value of time complexity
. The time complexity becomes
of the method in [
26], which has been calculated in detail. Therefore, the time complexity of the proposed method is essentially the same as that in [
26], while the proposed method can determine the position of false scatters accurately on the ISAR image and can eliminate part of the real target echoes.