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Compressive near-field millimeter wave imaging algorithm based on Gini index and total variation mixed regularization
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作者 Jue Lyu Dong-Jie Bi +7 位作者 Bo Liu Guo Yi Xue-Peng Zheng Xi-Feng Li Li-Biao Peng Yong-Le Xie Yi-Ming Zhang Ying-Li Bai 《Journal of Electronic Science and Technology》 CAS CSCD 2023年第1期65-74,共10页
A compressive near-field millimeter wave(MMW)imaging algorithm is proposed.From the compressed sensing(CS)theory,the compressive near-field MMW imaging process can be considered to reconstruct an image from the under-... A compressive near-field millimeter wave(MMW)imaging algorithm is proposed.From the compressed sensing(CS)theory,the compressive near-field MMW imaging process can be considered to reconstruct an image from the under-sampled sparse data.The Gini index(GI)has been founded that it is the only sparsity measure that has all sparsity attributes that are called Robin Hood,Scaling,Rising Tide,Cloning,Bill Gates,and Babies.By combining the total variation(TV)operator,the GI-TV mixed regularization introduced compressive near-field MMW imaging model is proposed.In addition,the corresponding algorithm based on a primal-dual framework is also proposed.Experimental results demonstrate that the proposed GI-TV mixed regularization algorithm has superior convergence and stability performance compared with the widely used l1-TV mixed regularization algorithm. 展开更多
关键词 millimeter wave(mmw) Compressed sensing(CS) Gini index(GI) Total variation(TV) Signal processing image reconstruction
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Super-resolution processing of passive millimeter-wave images based on adaptive projected Landweber algorithm 被引量:1
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作者 Zheng Xin Yang Jianyu 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2008年第4期709-716,共8页
Passive millimeter wave (PMMW) images inherently have the problem of poor resolution owing to limited aperture dimension. Thus, efficient post-processing is necessary to achieve resolution improvement. An adaptive p... Passive millimeter wave (PMMW) images inherently have the problem of poor resolution owing to limited aperture dimension. Thus, efficient post-processing is necessary to achieve resolution improvement. An adaptive projected Landweber (APL) super-resolution algorithm using a spectral correction procedure, which attempts to combine the strong points of all of the projected Landweber (PL) iteration and the adaptive relaxation parameter adjustment and the spectral correction method, is proposed. In the algorithm, the PL iterations are implemented as the main image restoration scheme and a spectral correction method is included in which the calculated spectrum within the passband is replaced by the known low frequency component. Then, the algorithm updates the relaxation parameter adaptively at each iteration. A qualitative evaluation of this algorithm is performed with simulated data as well as actual radiometer image captured by 91.5 GHz mechanically scanned radiometer. From experiments, it is found that the super-resolution algorithm obtains better results and enhances the resolution and has lower mean square error (MSE). These constraints and adaptive character and spectral correction procedures speed up the convergence of the Landweber algorithm and reduce the ringing effects that are caused by regularizing the image restoration problem. 展开更多
关键词 passive millimeter wave imaging SUPER-RESOLUTION Landweber algorithm inverse problems spectral extrapolation.
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Super-resolution processing of passive millimeter-wave images based on conjugate-gradient algorithm 被引量:1
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作者 Li Liangchao Yang Jianyu Cui Guolong Wu Junjie Jiang Zhengmao Zheng Xin 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2009年第4期762-767,共6页
This paper designs a 3 mm radiometer and validate with experiments based on the principle of passive millimeter wave (PMMW) imaging. The poor spatial resolution, which is limited by antenna size, should be improved ... This paper designs a 3 mm radiometer and validate with experiments based on the principle of passive millimeter wave (PMMW) imaging. The poor spatial resolution, which is limited by antenna size, should be improved by post data processing. A conjugate-gradient (CG) algorithm is adopted to circumvent this drawback. Simulation and real data collected in laboratory environment are given, and the results show that the CG algorithm improves the spatial resolution and convergent rate. Further, it can reduce the ringing effects which are caused by regularizing the image restoration. Thus, the CG algorithm is easily implemented for PMMW imaging. 展开更多
关键词 passive millimeter wave imaging SUPER-RESOLUTION conjugate-gradient spectral extrapolation.
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A Broadband T/R Front-End of Millimeter Wave Holographic Imaging
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作者 Yun Sun Minghui Yang +3 位作者 Hengrong Cui Minhua Chen Yukun Zhu Xiaowei Sun 《Journal of Computer and Communications》 2015年第3期35-39,共5页
A broadband T/R frond-end of active holographic imaging system is presented. Compact autodyne mode circuit structure front-end is adopted to achieve higher signal to noise ratio and higher reliability, which is benefi... A broadband T/R frond-end of active holographic imaging system is presented. Compact autodyne mode circuit structure front-end is adopted to achieve higher signal to noise ratio and higher reliability, which is beneficial to the after-end imagining. The factors that influence the dynamic range and the transverse resolution ratio of holographic imaging system have been analyzed. Wide-band oscillator, wide-band low noise amplifier and the tapered slot antennas are implemented to meet the requirements of the holographic imagining system. According to the measured results, the output power is uniform in the broadband working frequency. The sub-harmonic suppression is better than 25 dBc from the frequency of 28 GHz to 33 GHz. The isolation between antennas channel is greater than 20 dB. The experimental result shows that the performance of the front-end is good enough to meet the needs of active millimeter-wave holographic imaging system. 展开更多
关键词 millimeter wave BROAD-BAND T/R FRONT-END Module HOLOGRAPHIC imaging
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Study of a millimeter-wave squint indirect holographic algorithm suitable for imaging with large field-of-view
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作者 高翔 李超 方广有 《Chinese Physics B》 SCIE EI CAS CSCD 2014年第2期546-551,共6页
In this paper a millimeter-wave (MMW) squint indirect holographic method is presented, which is suitable for imaging with a large field-of-view. The proposed system employs the squint operation mode to remove the ba... In this paper a millimeter-wave (MMW) squint indirect holographic method is presented, which is suitable for imaging with a large field-of-view. The proposed system employs the squint operation mode to remove the background and twin- image interferences, which achieves a similar effect to off-axis holography but leaves out the large-aperture quasi-optical component. The translational scanning manner enables a large field of view and ensures the image uniformity, which is difficult to realize in off-axis holography. In addition, a corresponding imaging algorithm for the presented scheme is developed to reconstruct the image from the recorded hologram. Some imaging results on typical objects, obtained with electromagnetic simulation, demonstrate good performance of the imaging scheme and validate the effectiveness of the image reconstruction algorithm. 展开更多
关键词 millimeter-wave (mmw indirect holographic scheme squint operation mode translational scan- ning manner large field-of-view image uniformity
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Design of Quasi-Optical Lens Antenna for W-Band Short Range Passive Millimeter-Wave Imaging
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作者 Qike Chen Yong Fan +1 位作者 Jingshi Zhou Kaijun Song 《Journal of Computer and Communications》 2015年第3期93-99,共7页
A quasi-optical dielectric lens used for W-band focal plane array passive imaging has been developed. The imaging system requires the lens to form beam spot with 3 dB width less than 35 mm at distance of 3500 mm. The ... A quasi-optical dielectric lens used for W-band focal plane array passive imaging has been developed. The imaging system requires the lens to form beam spot with 3 dB width less than 35 mm at distance of 3500 mm. The powerful optical design software ZEMAX was utilized to design the contours of the lens, and numerical method based on ray tracing and Huygens’ Principle was processed to verify the design result. Measurement result shows that the 3 dB width of the beam spot formed by the lens is 34 mm at distance of 3460 mm, and the beam pattern on imaging plane are equally arranged and the intensity decreases only 0.55 dB while the object lateral deviation increases to 300 mm. 展开更多
关键词 Quasi-Optical LENS PASSIVE millimeter-wave imaging Numerical Method Huygens’ PRINCIPLE
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35 GHz Vivaldi Fed Antenna Design for Passive Millimeter Wave Imaging System in Ka Band
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作者 Mehmet Duman Alp Oral Salman 《Journal of Electrical Engineering》 2017年第6期340-343,共4页
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Multi-channel 28-GHz millimeter-wave signal generation on a silicon photonic chip with automated polarization control 被引量:2
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作者 Ruiyuan Cao Yu He +4 位作者 Qingming Zhu Jingchi Li Shaohua An Yong Zhang Yikai Su 《Journal of Semiconductors》 EI CAS CSCD 2019年第5期33-39,共7页
We propose and experimentally demonstrate an integrated silicon photonic scheme to generate multi-channel millimeter-wave(MMW) signals for 5 G multi-user applications. The fabricated silicon photonic chip has a footpr... We propose and experimentally demonstrate an integrated silicon photonic scheme to generate multi-channel millimeter-wave(MMW) signals for 5 G multi-user applications. The fabricated silicon photonic chip has a footprint of 1.1 × 2.1 mm^2 and integrates 7 independent channels each having on-chip polarization control and heterodyne mixing functions. 7 channels of4-Gb/s QPSK baseband signals are delivered via a 2-km multi-core fiber(MCF) and coupled into the chip with a local oscillator(LO) light. The polarization state of each signal light is automatically adjusted and aligned with that of the LO light, and then 7 channels of 28-GHz MMW carrying 4-Gb/s QPSK signals are generated by optical heterodyne beating. Automated polarizationcontrol function of each channel is also demonstrated with ~7-ms tuning time and ~27-dB extinction ratio. 展开更多
关键词 MULTI-CHANNEL millimeter-wave(mmw) generation SILICON PHOTONIC integrated circuits SILICON polarization control(SPC)
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Millimeter Wave Reconfigurable Metasurface Intelligent Reflecting Surface Based on Piezoelectric Crystal for 5th and 6th Generation of Wireless Communication
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作者 Asaf Barom Efi Rahamim +2 位作者 Daniel Rozban David Rotshild Amir Abramovich 《Communications and Network》 2022年第4期109-118,共10页
The new requirements from the 5<sup>th</sup> and the 6<sup>th</sup> generation of wireless communication are ultra-high data rate, energy efficiency, wide coverage and connectivity, high reliab... The new requirements from the 5<sup>th</sup> and the 6<sup>th</sup> generation of wireless communication are ultra-high data rate, energy efficiency, wide coverage and connectivity, high reliability, and low latency. The current technologies cannot achieve all the mentioned requirements. New technologies and new approaches for deploying more active and passive nodes must be developed. Furthermore, the use of MMW band and THz band (30 - 300 GHz), in order to utilize their huge bandwidth, results in deploying more active node and more antennas due to high propagation losses and “LOS” behavior at this band. Development of innovative technologies is necessary to realize the above demand for growth of future wireless communication. The main task is to suggest solutions for the time varying characteristic of the wireless channel due to the user mobility and shadowing or blocking of communication channel. The current methods such as use of pilot channel to estimate the fading, various modulation or coding and beamforming, have overhead and limitations over random (large, unexpected changes) channels. 展开更多
关键词 Wireless Communication Metasurface Intelligent Reflection Surface (IRS) millimeter wave (mmw)
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高精度毫米波柱面孔径全息成像算法研究
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作者 谭维贤 王欢 +4 位作者 黄平平 徐伟 乞耀龙 陈彦民 申振坤 《信号处理》 CSCD 北大核心 2024年第3期440-450,共11页
近年来,国际恐怖袭击事件时有发生,使得安全形势变得极为严峻,因此迫切需要引入新型的安全检查手段,防范和应对重大安全事故的发生。在此背景下,毫米波全息三维成像凭借其安全性、穿透性和高分辨率成像等优势,被广泛地应用在安检领域。... 近年来,国际恐怖袭击事件时有发生,使得安全形势变得极为严峻,因此迫切需要引入新型的安全检查手段,防范和应对重大安全事故的发生。在此背景下,毫米波全息三维成像凭借其安全性、穿透性和高分辨率成像等优势,被广泛地应用在安检领域。由于人体安检需要在短时间内对目标进行精确的检测,具有实时性的特点,即需要在实时情况下快速做出判断和决策,因此对成像精度有着更高的要求。本文提出了一种高精度毫米波柱面孔径全息成像算法,给出了柱面孔径三维成像所需要满足的采样准则;首先,将成像区域划分为序列不同半径的成像柱面,依据成像精度和相位误差控制范围设置成像参考柱面,简化重复计算匹配滤波函数的过程;然后,将回波信号变换至三维波数域中,并与匹配滤波函数相乘;接着,沿距离向对匹配滤波的结果进行积分,聚焦获得相应半径柱面上目标的散射信息;最后,对不同半径柱面上的目标进行聚焦,获取目标的全部散射信息,进而完成对整个观测区域的三维图像重建。本文给出了参考面最佳分配策略和算法成像复杂度分析,并通过点目标仿真详细地分析了相位误差对成像质量的影响,并与现有的方法进行了比较,以及在同样的系统参数下对人体模特进行成像实验,仿真和实验的结果表明本文方法的有效性、精确性和正确性。 展开更多
关键词 毫米波雷达 柱面孔径 毫米波全息三维成像
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元素成像技术在安检领域的研究进展
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作者 胡晓光 周君霞 +4 位作者 白李薇薇 徐灏寓 黄子旭 胡保发 秦沛 《中国无机分析化学》 CAS 北大核心 2024年第6期758-771,共14页
元素成像作为一种快速、直观的无损检测技术,在核工业、航空航天、新能源、地质、考古、先进制造等多个领域得到广泛应用。其中X射线凭借较强穿透物体的能力,在安检领域已得到广泛应用。太赫兹和毫米波凭借对人体无接触、几乎无损害的特... 元素成像作为一种快速、直观的无损检测技术,在核工业、航空航天、新能源、地质、考古、先进制造等多个领域得到广泛应用。其中X射线凭借较强穿透物体的能力,在安检领域已得到广泛应用。太赫兹和毫米波凭借对人体无接触、几乎无损害的特点,在安检领域崭露头角。对这三种元素成像技术的原理、成像过程、安检图像数据集和近几年的图像增强和智能处理技术进行了总结和归纳。未来,随着应用的深入发掘和技术的不断进步,元素成像和人工智能的结合必将进一步深入,不断提高分析的质量和速度,从而以高水平安全保障社会经济的高质量发展。 展开更多
关键词 元素成像 安检 X射线 太赫兹 毫米波
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基于多传感融合的农田障碍物检测优化研究
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作者 解印山 陈凯 +1 位作者 潘胜权 莫锦秋 《农机化研究》 北大核心 2024年第6期25-32,共8页
为满足农机自主作业过程中障碍物检测的需求,解决视觉检测容易受作业环境条件影响的问题,提出了融合毫米波雷达和相机信息的农田障碍物检测的优化方案。首先,根据雷达散射截面值以及转换矩阵完成雷达点向图像像素坐标系中的映射;然后,... 为满足农机自主作业过程中障碍物检测的需求,解决视觉检测容易受作业环境条件影响的问题,提出了融合毫米波雷达和相机信息的农田障碍物检测的优化方案。首先,根据雷达散射截面值以及转换矩阵完成雷达点向图像像素坐标系中的映射;然后,利用提出的改进暗通道先验去雾算法及基于显著性的增强算法对映射区域进行处理,以完成局部图像的增强;最后,通过yolov4-tiny网络进行检测,并利用决策级融合策略,完成毫米波雷达同相机检测结果的数据关联,综合输出农田障碍物信息。测试结果表明:相较于仅视觉的检测结果,融入毫米波雷达信息后,在不同的数据集上检测性能均有所提升。在恶劣环境数据集上尤为突出,在晴天有烟尘数据集上,召回率R上升了16.4%,平均精度均值mAP上升了7.95%;在雾天无烟尘数据集上,召回率R上升了17.7%,平均精度均值mAP上升了6.63%。同时,算法对单帧图像的处理时间约148ms,可以满足农机自主作业过程中实时性检测的要求。 展开更多
关键词 农田障碍物检测 多传感融合 图像增强 毫米波雷达
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组合NNSC收缩技术和改进四阶PDE的MMW图像恢复 被引量:2
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作者 尚丽 苏品刚 +1 位作者 颜廷秦 淮文军 《激光杂志》 CAS CSCD 北大核心 2013年第1期28-30,共3页
毫米波(MMW)图像含有大量未知噪声,仅用一种方法恢复的效果较差,因此结合非负稀疏编码(NNSC)收缩技术和改进四阶偏微分方程(PDE)模型的优点,提出了一种基于组合处理的MMW图像恢复方法。NNSC收缩法具有自适应消噪图像的特性,和数据的属... 毫米波(MMW)图像含有大量未知噪声,仅用一种方法恢复的效果较差,因此结合非负稀疏编码(NNSC)收缩技术和改进四阶偏微分方程(PDE)模型的优点,提出了一种基于组合处理的MMW图像恢复方法。NNSC收缩法具有自适应消噪图像的特性,和数据的属性无关;而改进四阶PDE能够消除二阶PDE产生的阶梯效应,同时避免光滑区域不平整的现象,具有较好的图像恢复效果。分别采用模拟的和真实的MMW图像进行测试,并用相对信噪比(RSNR)进行评判,实验表明,与NNSC收缩、基于四阶的PDE模型以及小波收缩等方法相比,所提出的方法能够有效地用于MMW图像的恢复。 展开更多
关键词 毫米波(mmw)图像 非负稀疏编码(NNSC) 偏微分方程(PDE) 收缩技术 图像恢复 相对信噪比(RSNR)
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全局通道注意力增强的毫米波图像目标检测
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作者 蒋甜甜 叶学义 +2 位作者 李刚 杨梦豪 陈华华 《电子技术应用》 2024年第3期19-25,共7页
针对主动毫米波图像中目标与背景纹理区分度较低导致隐匿目标漏检问题,并根据安检实时性要求,提出一种基于全局通道注意力增强的主动毫米波图像目标检测方法。该方法以YOLOv5s为载体,在坐标注意力位置方向上引入全局通道注意模块,增强... 针对主动毫米波图像中目标与背景纹理区分度较低导致隐匿目标漏检问题,并根据安检实时性要求,提出一种基于全局通道注意力增强的主动毫米波图像目标检测方法。该方法以YOLOv5s为载体,在坐标注意力位置方向上引入全局通道注意模块,增强对隐匿目标全局通道信息的关注,从而提升在隐匿目标与背景纹理区分度较低时的检测能力;再利用K-means++聚类算法重新生成适合毫米波图像目标检测的锚框。实验结果表明,无论是阵列图像数据集还是线扫图像数据集,该方法增强了对隐匿目标的特征注意,提高了召回率,在满足安检实时性的前提下,提升了检测性能。通过增加少量参数,在阵列图像数据集上,精度、召回率和mAP@.5达到了92.0%、90.93%和95.32%;在线扫图像数据集上,精度、召回率和mAP@.5达到了94.65%、92.67%和97.73%。平均单张图像推理时间在两个数据集上均达到1 ms,满足实时性要求。 展开更多
关键词 主动毫米波图像目标检测 全局通道注意力增强 K-means++ 注意力机制
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一种新颖的基于偏振调制器的无码元走离效应的倍频毫米波光载无线系统
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作者 戴思源 陈新桥 陈旭 《中国传媒大学学报(自然科学版)》 2024年第2期9-18,共10页
为了克服基于马赫-曾德尔调制器(MZM)的倍频毫米波光载无线系统(Radio Over Fiber,ROF)中的MZM存在的直流偏置漂移问题和ROF中的码元走离效应,本文提出了一种基于偏振调制器(Polarization Modulator,PolM)的无码元走离效应的倍频ROF系... 为了克服基于马赫-曾德尔调制器(MZM)的倍频毫米波光载无线系统(Radio Over Fiber,ROF)中的MZM存在的直流偏置漂移问题和ROF中的码元走离效应,本文提出了一种基于偏振调制器(Polarization Modulator,PolM)的无码元走离效应的倍频ROF系统。在中心站,利用PolM产生±1阶边带信号,利用复合射频(Radio Frequency,RF)信号来驱动PolM,实现将下行数据信号仅调制在+1阶边带上。复合RF驱动信号由两路信号合成,其中一路信号由数据信号通过相位调制器调制RF驱动信号形成,另一路信号是由数据信号经电放大器进行放大形成。在基站,利用光纤光栅(Fiber Bragg Grating,FBG)反射出部分-1阶边带做上行链路的光载波,实现载波重用;利用透过FBG的±1阶边带在光检测器(Photo Detector,PD)中的拍频产生倍频毫米波信号。在误码率为10-9情况下,经20、40和60公里的传输后,下行链路功率代价分别为1dB、1.2dB和1.22dB,上行链路的功率代价分别为0.5 dB、0.8 dB和1 dB。本文设计的方案能有效地克服光纤色散导致的码元走离效应,极大地提高了系统的传输距离,在ROF系统中具有重要的应用前景。 展开更多
关键词 微波 偏振调制器(PolM) 光载无线系统(ROF) 码元走离效应
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基于同心方形网格插值处理的柱面SAR成像算法
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作者 丁丽 何华港 +1 位作者 王韬 储得苗 《电子与信息学报》 EI CAS CSCD 北大核心 2024年第1期249-257,共9页
柱面毫米波合成孔径雷达(CSAR)是近距离非接触成像领域的重要技术之一。基于傅里叶变换理论的高分辨成像算法需要通过2维插值消除波数域数据在方位维和距离维的非均匀性。但是这两个维度呈现出同心圆环状的高度耦合,导致传统基于2维逐... 柱面毫米波合成孔径雷达(CSAR)是近距离非接触成像领域的重要技术之一。基于傅里叶变换理论的高分辨成像算法需要通过2维插值消除波数域数据在方位维和距离维的非均匀性。但是这两个维度呈现出同心圆环状的高度耦合,导致传统基于2维逐点遍历的插值方法时间复杂度高,成像算法效率低。为此,该文基于解析解的CSAR成像算法推导,提出了同心方形网格的插值分解方法。通过补0、径向1维插值和分区处理消除波数域方位维和距离维的强耦合性,并在两个分区进行独立的1维插值实现2维非均匀波数域的均匀重采样,获得最终同心方形环带均匀填充的波数域样式。通过实验验证了所提算法能有效降低2维插值的时间复杂度,并且所提算法插值处理速度比传统算法提升了7倍,与算法复杂度理论分析结果吻合。 展开更多
关键词 毫米波合成孔径雷达 成像算法 2维插值
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基于注意力机制的毫米波图像隐匿目标自主识别方法
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作者 裴轩 姜济群 +2 位作者 史运锋 于海辉 李明 《机电产品开发与创新》 2024年第2期36-39,共4页
在人体安检中,毫米波成像是一种对人体安全的检测方法。目前,使用平面毫米波扫描人体图像中存在被检测物体较小、边缘模糊等问题,导致传统的目标检测方法实现高准确率的检测变得困难。本文提出应用注意力机制及图像增强方法,提高目标检... 在人体安检中,毫米波成像是一种对人体安全的检测方法。目前,使用平面毫米波扫描人体图像中存在被检测物体较小、边缘模糊等问题,导致传统的目标检测方法实现高准确率的检测变得困难。本文提出应用注意力机制及图像增强方法,提高目标检测方法对人体毫米波图像隐匿物体检测的精确度和召回率。研究结果表明,注意力机制与图像增强方法可提高毫米波图像目标检测的准确率和召回率。 展开更多
关键词 毫米波图像 注意力机制 小目标识别 隐匿物体检测
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PMMW金属目标图像处理与计数技术实现 被引量:2
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作者 林晓敏 聂建英 《电光与控制》 北大核心 2012年第7期71-74,共4页
被动毫米波金属目标图像识别并自动统计出目标个数是军事自动化技术的一个重要环节。给出了毫米波探测目标的简要原理,针对目前有关毫米波被动探测并自动计算出金属目标个数方法的欠缺,首次尝试并给出了被动毫米波金属目标图像处理方案... 被动毫米波金属目标图像识别并自动统计出目标个数是军事自动化技术的一个重要环节。给出了毫米波探测目标的简要原理,针对目前有关毫米波被动探测并自动计算出金属目标个数方法的欠缺,首次尝试并给出了被动毫米波金属目标图像处理方案及详细处理过程,在毫米波图像分辨率低的条件下,将图像二值化,用数学形态学对图像进行处理,用Canny算子进行边缘检测并提取图像的边缘轮廓,再用Visual C++6.0开发工具,实现二值图像连通域像素标记算法,搭建起金属目标个数的计数系统。给出系统的定量分析,并与面积法计算目标个数做了对比。经分析,系统具有准确性,且响应时间短。 展开更多
关键词 被动毫米波成像 图像处理 金属目标 边缘检测 像素标记
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PMMWI与VI优势互补的人体隐蔽违禁物检测与定位 被引量:2
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作者 赵国 秦世引 《北京航空航天大学学报》 EI CAS CSCD 北大核心 2019年第10期2011-2025,共15页
根据公共场所人体安检的性能要求和技术需求,将被动毫米波成像(PMMWI)的可透视成像性能优势与可见光成像(VI)的细节高分辨性能优势相结合,提出一种基于PMMWI与VI优势互补的人体隐蔽违禁物检测与定位算法。首先,提出一种基于低层特征融... 根据公共场所人体安检的性能要求和技术需求,将被动毫米波成像(PMMWI)的可透视成像性能优势与可见光成像(VI)的细节高分辨性能优势相结合,提出一种基于PMMWI与VI优势互补的人体隐蔽违禁物检测与定位算法。首先,提出一种基于低层特征融合的改进U-Net以增强深度神经网络(DNN)对PMMWI中弱小目标轮廓的敏感度,提高PMMWI中人体轮廓和隐蔽违禁物的分割精度,并同时实现VI中人体轮廓的像素级分割;然后,在PMMWI和VI中的人体轮廓分割基础上,通过基于人体轮廓的尺度变换与滑动适配实现PMMWI人体轮廓和VI人体轮廓的良好配准,根据配准结果实现单帧图像中人体隐蔽违禁物的高效检测;最后,通过序列图像检测结果的对比融合与优化决策给出隐蔽违禁物的定位结果。一系列综合实验与对比分析结果,验证了提出的人体隐蔽违禁物检测与定位算法的性能优势。 展开更多
关键词 毫米波安检 被动毫米波成像(PmmwI) 人体轮廓分割 深度学习 深度神经网络(DNN) 隐蔽违禁物检测与定位
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Practical millimeter-wave holographic imaging system with good robustness 被引量:1
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作者 朱玉琨 杨明辉 +2 位作者 吴亮 孙芸 孙晓玮 《Chinese Optics Letters》 SCIE EI CAS CSCD 2016年第10期43-47,共5页
A practical millimeter-wave (MMW) holographic imaging system with good robustness is developed for the detection of concealed weapons at security checkpoints, especially at the airport. The system is used to scan th... A practical millimeter-wave (MMW) holographic imaging system with good robustness is developed for the detection of concealed weapons at security checkpoints, especially at the airport. The system is used to scan the passenger and detect any weapons hidden in their clothes. To reconstruct the three dimensional image, a holographic MMW imaging algorithm based on aperture synthesis and backscattering is presented. The system is active and works at 28-33 GHz. As a practical imaging system, the robustness is analyzed in detail in terms of the peak signal-to-noise ratio. 展开更多
关键词 Airport security HOLOGRAPHY imaging systems millimeter waves
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