1. Introduction
Millimeter-wave imaging has various advantages, including with no risk of ionizing radiation, strong penetrating power on clothing, high imaging resolution, etc. Millimeter-wave imaging can effectively detect metal or plastic guns, explosives and other threats that are hidden under people’s clothes [
1], which is suitable to be utilized in human security. Therefore, the exploration of security equipment based on millimeter-wave technology has great potential applications in the future. In 2013, Sheen and his colleagues discussed the effect of a wide beam on resolution [
2]. In 2015, Baccouche proposed the 12 transmitting and 12 receiving sparse array imaging system that works in 75–110 GHz; the holographic reconstruction algorithm relies on increasing the system bandwidth, which increases the system cost [
3]. In 2015, Qiao presented an exact reconstruction formula for near-field three-dimensional (3D) planar millimeter-wave (MMW) holographic imaging based on scalar diffraction theory [
4], the proposed reconstruction formula cannot avoid the propagation loss of the source for the near-field imaging configuration. In 2017, Yurduseven explored the concept in the context of millimeter-wave imaging, presenting the design and simulation of a single frequency (75 GHz), multistatic, holographic spotlight aperture integrated into a K-band (17.5–26.5 GHz) frequency-diverse imager [
5]. However, obtaining full resolution images across a large field-of-view (FOV) can lead to slow reconstruction times and limits the system performance. In 2019, Amineh examined novel holographic techniques to gain super-resolution or quantitative images. The author also discussed the capabilities and limitations of holographic reconstruction techniques [
6]. In 2021, Tan proposed a range algorithm for near-range 3D image reconstruction, where phase decoupling is achieved with 2D Stolt mapping [
7]. However, there is no way to recover three-dimensional distribution less than the range resolution. The algorithm shown in [
7] lacks the matched filter to effectively compensate its phase. Jing presented an image fusion method with a single-frequency imaging method [
8], but this too cannot obtain the required resolutions. Furthermore, Qiao demonstrated the AMMW 3D scan real-time imaging mechanism by using beam control techniques and fast post-processing algorithms, but the imaging systems need the targets to keep still and hold a special posture while screening, limiting the throughput [
9].
Existing imaging products have a weak ability to penetrate clothes, slow imaging speed, serious artifacts and also produce ionizing radiation to the human body. The traditional two-dimensional plane holographic algorithm based on spherical wave expansion ignores the attenuation of a spherical wave with distance. To solve these problems, this paper proposes a two-dimensional planar accurate holographic reconstruction algorithm based on angular spectrum theory, which solves the problem of spherical wave attenuation with distance. In this paper, the accurate reconstruction algorithm of millimeter-wave holographic imaging is used to verify the azimuth resolution. Point target simulation with different spacing is used to verify the resolution. Additionally, to simulate the plus sign graph, the simulation results can effectively verify the theoretical feasibility of the proposed algorithm. The main research contents include the following aspects: first, two-dimensional holographic algorithms based on spherical wave expansion are proposed; and second, two-dimensional exact holographic reconstructions based on angular spectrum theory are derived. The azimuth resolution is verified by simulation, and the best sampling plane range is determined. Based on the prior beam and imaging distance, the diffraction hologram and inversion reconstruction image of the metal target with a complex reflectivity of one are observed by using an extremely narrow beam, an ordinary beam and an ultra-wide beam, respectively. The main lobe of the antenna beam in the holographic simulation was optimized from 8.8° to 57.0°, effectively improving the reconstructed image quality. In the single sending and receiving mode, the reconstruction effect of the transmitting antenna with a wide-beam half-wave oscillator is better than that of a narrow-beam horn antenna, and the minimum relative error of reconstructed data is as low as 6%.
The proposed algorithm can determine the size of the optimal sampling plane, taking into account the image quality and operation time, and provide basic theoretical support for determining antenna stepping and scanning aperture in engineering. Meanwhile, this paper provides a theoretical basis for the optimization of a transmitting antenna beam and an obtained high resolution reconstruction image in the practical engineering application. The research on millimeter-wave accurate holographic reconstruction algorithms in this paper provides a theoretical support for applying millimeter-wave imaging systems in human security.
2. Accurate Millimeter-Wave Reconstruction Algorithm Based on Spherical Wave Expansion
The imaging system is a single transmitting and single receiving mode, which includes a transmitting antenna and a receiving antenna. The receiving antenna RX and transmitting antenna TX of the millimeter-wave direct holographic imaging system are placed next to each other, which is approximately considered to be in the same position. The transmitting antenna TX emits spherical waves to irradiate the imaging object, and each point on the object scatters millimeter-wave signals. Then, the scattered signals received by the receiving antenna will be the superposition of the scattered signals from various positions on the object surface.
The millimeter-wave signal from the transmitting antenna irradiates on the target object, each point on the object scatters millimeter-wave signals, which are then received by a receiving antenna, after scattering once, and move a step to the next position. Complete the horizontal and vertical scanning in turn, forming a scanning aperture.
The whole system only has one transmitter and one receiver, and both of them are in the same position, horizontal and vertical scanning is completed by mechanical movement; therefore, there is no interference between multiple transmitters or receivers opened at the same time. The scattering data (including field intensity and phase) received by the receiving antenna at each position can be substituted into the algorithm described in this paper to reconstruct the object image.
Millimeter-wave direct holographic imaging relies on heterodyne mixing technology, which measures complex signals containing amplitude and phase information rather than millimeter-wave intensity. The millimeter-wave signal from the millimeter-wave source is divided into two channels through the coupler, one of which is irradiated on the object through the transmitting antenna. The other signal is input to the I/Q modem as a reference signal.
The millimeter-wave signal scattered by the object is received by the receiving antenna and input to the I/Q demodulator as the measurement signal after passing through the power amplifier. The I/Q demodulator uses the reference signal to extract the phase of the measured signal. Without considering the signal amplitude, it is assumed that the millimeter-wave signal from the millimeter-wave source is cos ωt, where ω is the angular frequency of the millimeter-wave signal, and t is the time. The millimeter-wave signal received by the receiving antenna introduces the phase φ to be measured because it goes through the process of incident on the surface of the object and reflects back; therefore, the signal can be expressed as cos (ωt + φ).
Mixers mainly contain a multiplier and a band pass filter. The product of the two signals input to mixer one is calculated, and the real part I of the complex signal to be measured is obtained by the low pass filtering of the signal. The reference signal input to mixer two is first carried out in a 90 degrees phase shift, and the imaginary part Q of the complex signal to be measured can be obtained by low pass filtering. In actual measurement, the output signal of the I/Q demodulator also contains amplitude information, and the phase information can be directly extracted by using the above-mentioned measurement circuit for millimeter-wave direct holographic imaging, without the irradiation of the reference wave. This greatly simplifies the imaging device and facilitates the imaging of any field of view.
Firstly, taking single-frequency holography as an example, the millimeter-wave wavelength is
λ, the wave number
k = 2π/
λ and the target complex reflectivity is
f (
x,
y) [
10,
11]. Based on plane scanning,
Rx is the omnidirectional antenna, transceiver antenna
Tx,
Rx are in the same position (
x0,
y0), the vertical distance between the target plane and the scanning plane is set as
z0, the distance between the object point (
x, y) and the transceiver antenna position (
x0,
y0) is as follows:
The two-dimensional imaging model is shown in
Figure 1. The transmitting antenna T
X emits a spherical wave exp(−j
kr)/
r (
r is the distance) to irradiate on the imaging object, and each point on the object scatters millimeter-wave signals. Then, the scattered signals received by the receiving antenna will be the superposition of scattered signals from each position on the object surface. Under the assumption of the Born primary scattering approximation and isotropic scattering, the complex signal s (
x0,
y0) collected by heterodyne-mixing technology is the superposition of the scattered echo signals of all the sampling points in the target plane, which can be expressed as follows [
12,
13,
14,
15]:
where
s (
x0,
y0) is the complex signal measured using heterodyne mixing technology. Ignoring the attenuation of the spherical wave with distance, the spherical wave is developed into a plane wave, and the Fourier transform is used here [
16,
17]. When the Fourier variables of
x0 and
y0 are denoted as
kx0 and
ky0, the complex signal s (
x0,
y0) can be described as follows:
Through substituting
kZ0 into (3), the reconstruction formula is obtained by the following:
The distribution of “spatial spectrum” can be obtained by
FT in space. If the light field distribution of the plane
z = 0 is
U0 (
x,
y, 0), the angular spectrum distribution of the light field
U0 (
x,
y, 0) will be obtained through
FT, and the expression is as follows:
Through IFT, the light field distribution at
z =
Z0 can be obtained as follows:
The angle spectral distribution of the target plane is obtained by using the known angle spectral distribution of the light field as follows:
Substitute Equation (2) in accordance with the angular spectrum propagation formula (7), when component k is simplified and substituted as
kx = 2π
fx,
ky = 2π
fy, the reconstruction formula is shown as follows:
The image resolution reflects the quality of the reconstructed image. Millimeter-wave holographic imaging uses the basic principle of synthetic aperture radar (SAR) for reference. In order to meet the requirements of the security inspection imaging system, the focusing plane (imaging distance) of this paper is set as 3 m. The expression of azimuth resolution is related to the millimeter-wave wavelength, target distance and scanning aperture size [
18], which is expressed as follows:
where
δy is the Y-resolution,
λc is the wavelength corresponding to the center frequency,
z0 is the spacing between the target plane and the imaging plane and
Ly is the aperture size of the antenna synthesis. It can be seen from Equation (9) that the resolution depends mainly on the synthetic aperture. The larger the aperture is, the stronger the resolution is.
The optimal sampling plane mentioned in this paper is determined by sampling points and scanning aperture size, the sampling range formula is as follows:
where Δ
y’ is the sampling interval and
L0 is the horizontal dimension of the target.
Lpr is the suggested value of the sampling plane side length.
Lre is the size of the receiving plane.
Lpr is obtained according to the highest frequency of the image, which can be approximately satisfied. However, when
Lpr/Lre is too large, the receiving plane will be too small and a large number of high-frequency components will be lost in the reconstructed image, resulting in image blur. In this paper, the plus sign graphic simulation is used to obtain the optimal sampling plane, and the optimal focusing range of the system is jointly determined by the operating frequency of the system, the beam width of the antenna and the size of the scanning aperture. The imaging system proposed in this paper is mainly applied in the security check system; therefore, the imaging distance is set as 3 m. The operating frequency of the system, the beam width of the antenna and the size of the scanning aperture are also set according to this index.
In optics, Fresnel diffraction refers to the diffraction of light waves in the near field region. The Fresnel diffraction integral formula can be used to calculate the propagation of light waves in the near field region. The Fresnel diffraction reconstruction algorithm can extract the amplitude and phase information of the measured sample from a hologram and reconstruct the original object image in real time.
The antenna has a narrow beam and a weak diffraction effect. The reason is that the reflection and scattering intensity of the other lattice in the target image outside the beam is almost not received when the beam is very narrow. In millimeter-wave holography, when the half-power beam width is small, the beam sent by the antenna cannot cover the whole imaging object, and the object will not be irradiated by the beam of a large angle at all. Therefore, the resolution of synthetic aperture holographic imaging will be limited. When the beam of the receiving antenna is very narrow, the electromagnetic wave propagates in a straight line almost without diffraction. When the diffraction effect is weak, the Fresnel diffraction inversion is no longer suitable for imaging because the reconstructed image produced by the algorithm is not as sharp as the diffraction image. For wide-beam antennas, the direction pattern has little effect on the imaging effect and can often be ignored. In the actual millimeter-wave imaging system, the actual scene, the size of transceiver array unit and the spacing of unit center should be considered comprehensively. As the ideal extremely narrow beam and ultra-wide beam are difficult to achieve, the beam of the transmitting antenna is optimized in this paper to obtain the highest resolution and best millimeter-wave holographic inversion of the reconstruction image.