2019
DOI: 10.1109/access.2019.2945859
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Multipath Ghost and Side/Grating Lobe Suppression Based on Stacked Generative Adversarial Nets in MIMO Through-Wall Radar Imaging

Abstract: For multi-input multi-output (MIMO) through-wall radar imaging (TWRI), multipath ghosts and side/grating lobe artifacts degrade the imaging quality of the obscured targets inside an enclosed building, therein hindering target detection. In this paper, an approach based on two stacked generative adversarial nets (GAN) is proposed to achieve multipath and side/grating lobe suppression with regard to MIMO TWRI. Specifically, the Stage-I GAN constructs a spatial structure mapping from the original input images to … Show more

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Cited by 14 publications
(6 citation statements)
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“…The space coordinates of the targets at time t are obtained using Equation (18). It is worth noting that we can only obtain the spatial coordinates of the targets at the initial time (t = 0) without the tracks of the targets at the previous time.…”
Section: Multipath Ghost Suppression Methodsmentioning
confidence: 99%
See 1 more Smart Citation
“…The space coordinates of the targets at time t are obtained using Equation (18). It is worth noting that we can only obtain the spatial coordinates of the targets at the initial time (t = 0) without the tracks of the targets at the previous time.…”
Section: Multipath Ghost Suppression Methodsmentioning
confidence: 99%
“…Another is the suppression of multipath signals. These works mainly use the fusion of results from different detection views [16,17], deep learning [18] methods, or the theory of compressive sensing [19] to achieve multipath ghost target suppression. However, these studies mainly consider the detection perspective in a horizontal line of sight.…”
Section: Introductionmentioning
confidence: 99%
“…In addition, sparsely distributed transmitting and receiving antennas can form a large aperture, to obtain a high resolution. Therefore, MIMO TWR is an essential technology in the detection of through-wall targets [5][6][7].…”
Section: Introductionmentioning
confidence: 99%
“…∆τ 4 = [S 28 (t) ⊗ S 33 (t)]/5 (7) The increase rate of the echo delay can be used to compensate for the delay in the echo signal measured by each channel in each section. The compensated signal S j (t) can be described as:…”
mentioning
confidence: 99%
“…A lot of research has been conducted in clutter suppression and wall compensation [5][6][7]. MIMO radar uses a real aperture of multiple transceiver combinations to solve the problem of time-consuming and inconvenient use of mobile scanning in SAR TWI applications [8][9][10][11][12][13]. MIMO radar achieves multi-angle irradiation of the target while maintaining a high speed of data acquisition.…”
Section: Introductionmentioning
confidence: 99%