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基于序贯特征提取的无人机与飞鸟目标分类
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作者 宋强 彭翔宇 +3 位作者 黄仕林 张月 邓振淼 陈小龙 《信号处理》 CSCD 北大核心 2024年第5期839-852,共14页
伴随无人机的在各个领域的广泛应用,其给国家和地区带来的威胁也与日俱增,对其进行有效的预警和反制迫在眉睫。随着无人机技术的进步,无人机预警和反制的难度随之增加。全息凝视雷达相比于传统雷达,使用宽发窄收的波束设计和积累探测技... 伴随无人机的在各个领域的广泛应用,其给国家和地区带来的威胁也与日俱增,对其进行有效的预警和反制迫在眉睫。随着无人机技术的进步,无人机预警和反制的难度随之增加。全息凝视雷达相比于传统雷达,使用宽发窄收的波束设计和积累探测技术,使得其对“低慢小”目标探测更具优势,在对无人机准确识别的基础上可联动其他种类的反制设备对其进行精准有效的反制。由于鸟和无人机两类目标在运动轨迹和机动性存在一定的相似性,如何有效实现两类目标的分类识别是全息凝视雷达面临的典型问题。结合实时分类需要即时输出当前航迹点类属标签的同时拥有较低计算复杂度的需求,本文基于全息凝视雷达航迹多普勒数据,提出了一种优化的基于序贯特征提取的分类流程,应用到雷达系统中时可随着目标轨迹的延伸实时输出航迹点类属标签。基于序贯特征提取降低了特征提取的原始数据维度,增加了两类目标在序贯窗口内相似的概率,增加了两类目标识别的难度,需要在序贯窗内这种低维度原始数据中所提取能很好的反映目标特性的特征。设计速度相邻窗间的相关系数等6个特征用以描述序贯窗口内目标速度变化的程度、速度变化稳定性和轨迹变化的程度,根据特征分类显著性分析,除速度标准差之外的特征的分布都有较好的类间隔离度。基于以上方法,本文利用WKNN分类器,综合分类准确率达到92%。 展开更多
关键词 全息凝视雷达 运动特征 轨迹特征 序贯特征提取 目标分类
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基于宽窄带脉冲结合的运动估计方法
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作者 许华伟 张贻雄 +1 位作者 邓振淼 祁峰 《现代雷达》 CSCD 北大核心 2019年第2期15-20,共6页
文中为机动目标提出了一种宽带和窄带脉冲相结合的雷达运动参数估计方法。该方法采用相邻脉冲互相关法(CCAE)作为宽带估计方法,采用基于牛顿迭代的最大似然估计方法(MN)作为窄带估计方法。文中提出的融合方法具有两个优点。首先,融合方... 文中为机动目标提出了一种宽带和窄带脉冲相结合的雷达运动参数估计方法。该方法采用相邻脉冲互相关法(CCAE)作为宽带估计方法,采用基于牛顿迭代的最大似然估计方法(MN)作为窄带估计方法。文中提出的融合方法具有两个优点。首先,融合方法利用CCAE的速度估计值作为MN方法的初始速度。由于CCAE的速度无模糊范围较大,能有效解决MN方法的速度模糊问题。其次,由于MN方法的距离和速度的估计精度对于初始加速度不敏感,该融合方法将CCAE的加速度估计值作为MN方法的最终加速度,把MN方法的三维搜索简化成二维搜索。分析了CCAE和MN方法的估计性能,并且比较了CCAE、MN方法和融合算法的计算复杂度。仿真结果表明:提出的宽窄带融合估计方法在距离和速度上拥有与MN方法相近的估计性能,并且拥有更低的计算量。 展开更多
关键词 运动参数估计 宽窄带融合 速度模糊
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Monopulse instantaneous 3D imaging for wideband radar system 被引量:3
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作者 LI Yuhan QI Wei +2 位作者 deng zhenmiao FU Maozhong ZHANG Yunjian 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2021年第1期53-67,共15页
To avoid the complicated motion compensation in interferometric inverse synthetic aperture(InISAR)and achieve realtime three-dimensional(3 D)imaging,a novel approach for 3 D imaging of the target only using a single e... To avoid the complicated motion compensation in interferometric inverse synthetic aperture(InISAR)and achieve realtime three-dimensional(3 D)imaging,a novel approach for 3 D imaging of the target only using a single echo is presented.This method is based on an isolated scatterer model assumption,thus the scatterers in the beam can be extracted individually.The radial range of each scatterer is estimated by the maximal likelihood estimation.Then,the horizontal and vertical wave path difference is derived by using the phase comparison technology for each scatterer,respectively.Finally,by utilizing the relationship among the 3 D coordinates,the radial range,the horizontal and vertical wave path difference,the 3 D image of the target can be reconstructed.The reconstructed image is free from the limitation in InISAR that the image plane depends on the target's own motions and on its relative position with respect to the radar.Furthermore,a phase ambiguity resolution method is adopted to ensure the success of the 3 D imaging when phase ambiguity occurs.It can be noted that the proposed phase ambiguity resolution method only uses one antenna pair and does not require a priori knowledge,whereas the existing phase ambiguity methods may require two or more antenna pairs or a priori knowledge for phase unwarping.To evaluate the performance of the proposed method,the theoretical analyses on estimation accuracy are presented and the simulations in various scenarios are also carried out. 展开更多
关键词 cross-correlation operation phase ambiguity resolution wave path difference estimation monopulse three-dimensional(3D)imaging
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Range-spread target detector via coherent energy accumulation and block thresholding denoising
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作者 ZHANG Yunjian PAN Pingping +1 位作者 deng zhenmiao WU Gang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2021年第4期873-880,共8页
A range-spread target(RST)detector is proposed for wideband radar.The detector,referred to as a conjugate multiplication and block thresholding(CMBT)detector,is simple for implementation in existing radar systems and ... A range-spread target(RST)detector is proposed for wideband radar.The detector,referred to as a conjugate multiplication and block thresholding(CMBT)detector,is simple for implementation in existing radar systems and has the advantage of minor calculation.First,the target energy of adjacent stretched echoes is coherently accumulated via conjugate multiplication and Fourier transform operations.It is noted that conjugate multiplication of two complex Gaussian distributed noise is complex double Gaussian distributed,leading to a signal to noise ratio(SNR)loss.Subsequently,considering the sparsity and clustering characteristics of the conjugate multiplication amplitude spectrum(CMAS),the block thresholding method is adopted for denoising,where the noise and cross-terms are adaptively smoothed,and the signal terms can be basically preserved.Finally,numerical simulation results for both synthetic and real radar data validate the effectiveness of the proposed detector,comparing with the conventional integration detector(ID),the spatial scattering density(SSD)detector,and waveform entropy(WE)and waveform contrast(WC)based detectors. 展开更多
关键词 wideband radar detection range-spread target conjugate multiplication block thresholding denoising
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High precision phase-domain radial velocity estimation for wideband radar systems
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作者 QI Wei CUI Zijian +1 位作者 YAO Huisheng deng zhenmiao 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2020年第3期520-526,共7页
Radial velocity estimation used in wide-band radar systems is investigated.By analyzing the signal of cross-correlation output of adjacent echoes,it is found that the frequency and phase of the cross-correlation outpu... Radial velocity estimation used in wide-band radar systems is investigated.By analyzing the signal of cross-correlation output of adjacent echoes,it is found that the frequency and phase of the cross-correlation output are related to the target’s radial velocity.Since the precision of the phase estimation is higher than that of the frequency,a phase-based velocity estimator is proposed.However,the ambiguity problem exists in the phase estimators,and thus the estimation of the cross-correlation of adjacent echoes(CCAE)is used to calculate the ambiguity number.The root-mean-square-error(RMSE)of the proposed estimator is derived.Simulation results show that the performance of the proposed method is better than that of the frequency-based estimator. 展开更多
关键词 radial velocity estimation AMBIGUITY wideband radar system
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