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Range walk and array rotation in space-time adaptive processing:effects and compensations 被引量:2
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作者 Jinping Sun Guohua Wang Shiyi Mao 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2010年第4期537-543,共7页
This paper proposes a unified clutter model incorporating the effects of range walk and array rotation for space-time adaptive processing(STAP) in airborne multi-channel early-warning radar.Based on this clutter mod... This paper proposes a unified clutter model incorporating the effects of range walk and array rotation for space-time adaptive processing(STAP) in airborne multi-channel early-warning radar.Based on this clutter model,STAP performance is then analyzed from the perspective of covariance matrix tapering(CMT).For STAP performance degradation due to array rotation,a determinate compensation method is proposed based on the CMT method.Numerical examples are provided to verify the analysis and the proposed compensation method. 展开更多
关键词 RADAR space-time adaptive processing CLUTTER covariance matrix tapering.
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SPACE-TIME ADAPTIVE PROCESSING FOR AIRBORNE RADAR:A CONVENIENT IMPLEMENTATION APPROACH 被引量:2
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作者 Wang Yongliang Peng Yingning(Dept. of Electronic Engineering, Tsinghua University, Beijing, 100084) 《Journal of Electronics(China)》 1996年第4期310-318,共9页
A convenient implementation approach to space-time adaptive processing for airborne radar has been proposed, which is added by some auxiliary array elements in the area of main-lobe clutter on the basis of 2-D Capon a... A convenient implementation approach to space-time adaptive processing for airborne radar has been proposed, which is added by some auxiliary array elements in the area of main-lobe clutter on the basis of 2-D Capon approach . It is of practical use for its small computational load. This approach possesses the ideal performance in the area of main-lobe clutter . In addition, the approach which is added by some auxiliary beams in the area of main-lobe clutter has also been discussed. 展开更多
关键词 AIRBORNE radar space-time adaptive processing(STAP) CLUTTER SUPPRESSION
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Direct data domain approach to space-time adaptive processing 被引量:2
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作者 Wen Xiaoqin Han Chongzhao 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2006年第1期59-64,共6页
In non-homogeneous environment, traditional space-time adaptive processing doesn't effectively suppress interference and detect target, because the secondary data don' t exactly reflect the statistical characteristi... In non-homogeneous environment, traditional space-time adaptive processing doesn't effectively suppress interference and detect target, because the secondary data don' t exactly reflect the statistical characteristic of the range cell under test. A ravel methodology utilizing the direct data domain approach to space-time adaptive processing ( STAP ) in airbome radar non-homogeneous environments is presented. The deterministic least squares adaptive signal processing technique operates on a "snapshot-by-snapshot" basis to dethrone the adaptive adaptive weights for nulling interferences and estimating signal of interest (SOI). Furthermore, this approach eliminates the requirement for estimating the covariance through the data of neighboring range cell, which eliminates calculating the inverse of covariance, and can be implemented to operate in real-time. Simulation results illustrate the efficiency of interference suppression in non-homogeneous environment. 展开更多
关键词 space-time adaptive processing direct data domain interference suppression.
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STATISTICAL SPACE-TIME ADAPTIVE PROCESSING ALGORITHM
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作者 Yang Jie 《Journal of Electronics(China)》 2010年第3期412-419,共8页
For the slowly changed environment-range-dependent non-homogeneity, a new statistical space-time adaptive processing algorithm is proposed, which uses the statistical methods, such as Bayes or likelihood criterion to ... For the slowly changed environment-range-dependent non-homogeneity, a new statistical space-time adaptive processing algorithm is proposed, which uses the statistical methods, such as Bayes or likelihood criterion to estimate the approximative covariance matrix in the non-homogeneous condition. According to the statistical characteristics of the space-time snapshot data, via defining the aggregate snapshot data and corresponding events, the conditional probability of the space-time snapshot data which is the effective training data is given, then the weighting coefficients are obtained for the weighting method. The theory analysis indicates that the statistical methods of the Bayes and likelihood criterion for covariance matrix estimation are more reasonable than other methods that estimate the covariance matrix with the use of training data except the detected outliers. The last simulations attest that the proposed algorithms can estimate the covariance in the non-homogeneous condition exactly and have favorable characteristics. 展开更多
关键词 space-time adaptive processing (STAP) Non-homogeneous condition Bayes and likelihood criterion Data weighting
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W ideband interference suppression based on space-time filter 被引量:1
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作者 任超 王永庆 +1 位作者 周珊 马智宏 《Journal of Beijing Institute of Technology》 EI CAS 2013年第1期67-74,共8页
Based upon the diagonal loading technique and the structure of the space-time adaptive processors, a novel anti-jamming method of satellite navigation is proposed. According to matrix in- verse theorem, the range of t... Based upon the diagonal loading technique and the structure of the space-time adaptive processors, a novel anti-jamming method of satellite navigation is proposed. According to matrix in- verse theorem, the range of the diagonal loading values for space-time adaptive wideband signal pro- cessing structure is deduced, and the optimum equation of diagonal loading beam forming algorithm of space-time structure is obtained. Then, by the analysis of two-dimensional oriented vector in di- rection of the perturbation interference, the wideband interference covariance matrix obtained in the weights training period is modified. Finally, the optimum weight of multi-linear constrained space- time adaptive beam-forming alogrithm is derived for anti-interference filter processing. The new method effectively widens the null steering beams tion results prove the robustness of the proposed when discrepancy happens. The computer simula- method. 展开更多
关键词 space-time adaptive processing BEAMFORMING steering vector diagonal loading
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A novel repetition space-time coding scheme for mobile FSO systems
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作者 黎明 曹阳 +1 位作者 李书明 杨绍文 《Optoelectronics Letters》 EI 2015年第2期125-129,共5页
Considering the influence of more random atmospheric turbulence, worse pointing errors and highly dynamic link on the transmission performance of mobile multiple-input multiple-output (MIMO) free space optics (FSO... Considering the influence of more random atmospheric turbulence, worse pointing errors and highly dynamic link on the transmission performance of mobile multiple-input multiple-output (MIMO) free space optics (FSO) communica- tion systems, this paper establishes a channel model for the mobile platform. Based on the combination of Alamouti space-time code and time hopping ultra-wide band (TH-UWB) communications, a novel repetition space-time coding (RSTC) method for mobile 2x2 free-space optical communications with pulse position modulation (PPM) is devel- oped. In particular, two decoding methods of equal gain combining (EGC) maximum likelihood detection (MLD) and correlation matrix detection (CMD) are derived. When a quasi-static fading and weak turbulence channel model are considered, simulation results show that whether the channel state information (CSI) is known or not, the coding sys- tem demonstrates more significant performance of the symbol error rate (SER) than the uncoding. In other words, transmitting diversity can be achieved while conveying the information only through the time delays of the modulated signals transmitted from different antennas. CMD has almost the same effect of signal combining with maximal ratio combining (MRC). However, when the channel correlation increases, SER performance of the coding 2×2 system de- grades significantly. 展开更多
关键词 Atmospheric turbulence Broadband networks Channel capacity Channel state information Codes (symbols) Communication channels (information theory) Fading channels Iterative decoding Maximum likelihood MIMO systems Optical communication Pulse position modulation Radio communication Random errors Signal detection Signal encoding space time adaptive processing Telecommunication networks time delay Ultra wideband (UWB)
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Sum-difference Reduced-dimensional Processing in SAR Image Domain and Statistical Analysis for Ground Moving Target Indication
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作者 Yang Zhiwei Liao Guisheng Zhang Juan Zeng Cao 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2009年第6期620-626,共7页
In this article, a new reduced-dimensional adaptive processing algorithm based on joint pixels sum-difference data for clutter rejection is proposed. The sum-difference data are obtained by orthogonal projection of th... In this article, a new reduced-dimensional adaptive processing algorithm based on joint pixels sum-difference data for clutter rejection is proposed. The sum-difference data are obtained by orthogonal projection of the joint pixels data of different synthetic aperture radar (SAR) images generated by a multi-satellite radar system. In the sense of statistical expectation, the sum-difference data contain the common and different information of the SAR images. Therefore, the objective of clutter cancellation can be achieved by adaptive processing. Moreover, based on the residual image after clutter rejection, statistical analysis of constant false-alarm rate (CFAR) detection of moving targets is also presented. Simulation results demonstrate the effectiveness and robustness of the proposed algorithm even with heterogeneous clutter and image co-registration error. 展开更多
关键词 ground moving target indication space-time adaptive processing clutter rejection MULTI-CHANNEL synthetic aperture radar
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基于直接阵元-脉冲域对消的PSTAP风切变检测
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作者 李海 郭景瑞 +2 位作者 仇一璠 范庆斌 范懿 《系统工程与电子技术》 北大核心 2026年第2期478-489,共12页
针对非均匀环境下独立同分布样本数严重不足,现有的极化空时自适应处理方法对风切变检测性能下降的问题,提出一种基于直接阵元-脉冲域对消的极化空时自适应处理风切变检测方法。首先,根据先验知识构造杂波基矩阵,并采用加权最小二乘准... 针对非均匀环境下独立同分布样本数严重不足,现有的极化空时自适应处理方法对风切变检测性能下降的问题,提出一种基于直接阵元-脉冲域对消的极化空时自适应处理风切变检测方法。首先,根据先验知识构造杂波基矩阵,并采用加权最小二乘准则迭代估计杂波源幅度,完成杂波数据的重构。其次,利用重构得到的杂波数据直接在阵元-脉冲域进行杂波对消。最后,将杂波抑制后的信号进行极化融合处理、风速估计及F因子的计算,以完成低空风切变的检测。仿真实验结果显示该方法与其他方法相比,在风速估计方面表现出更小的误差,估计结果与原始风速分布具有更高的一致性;同时,F因子的危险区域判决结果与真实F因子判决结果一致,证明所提方法可以有效实现非均匀环境下的极化风切变信号检测。 展开更多
关键词 机载双极化气象雷达 极化空时自适应处理 非均匀环境 风切变检测
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A framework of rank-reduced space-time adaptive processing for airborne radar and its applications 被引量:5
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作者 廖桂生 保铮 许志勇 《Science China(Technological Sciences)》 SCIE EI CAS 1997年第5期505-512,共8页
A new equivalent formulation of the joint domain space-time optimum processor for airborne phased array radar application is derived. Then a new framework of space-time adaptive processing (STAP) for airborne radar sy... A new equivalent formulation of the joint domain space-time optimum processor for airborne phased array radar application is derived. Then a new framework of space-time adaptive processing (STAP) for airborne radar systems which includes most of suboptimum algorithms in the literature is proposed. The performance of two typical rank-reduced time-space joint-domain processors based on Doppler pre-filtering is analyzed in detail based on the proposed framework. 展开更多
关键词 airborne radar space-time adaptive processing (STAP) adaptive array CLUTTER suppression.
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Adaptive beamforming and phase bias compensation for GNSS receiver 被引量:1
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作者 Hongwei Zhao Baowang Lian Juan Feng 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2015年第1期10-18,共9页
Adaptive antenna arrays have been used to mitigate the interference on global navigation satellite system(GNSS) receivers. The performance of interference mitigation depends on the beamforming algorithms adopted by ... Adaptive antenna arrays have been used to mitigate the interference on global navigation satellite system(GNSS) receivers. The performance of interference mitigation depends on the beamforming algorithms adopted by the antenna array. However,the adaptive beamforming will change the array pattern in realtime, which has the potential to introduce phase center biases into the antenna array. For precise applications, these phase biases must be mitigated or compensated because they will bring errors in code phase and carrier phase measurements. A novel adaptive beamforming algorithm is proposed firstly, then the phase bias induced by the proposed algorithm is estimated, and finally a compensation strategy is addressed. Simulations demonstrate that the proposed beamforming algorithm suppresses effectively the strong interference and improves significantly the capturing performance of GNSS signals. Simultaneously, the bias compensation method avoids the loss of the carrier phase lock and reduces the phase measurement errors for GNSS receivers. 展开更多
关键词 global navigation satellite system(GNSS) space-time adaptive processing(STAP) adaptive beamforming bias compensation
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Analysis of Moving Target Detection in Space-Surface BiSAR
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作者 胡程 田卫明 +1 位作者 曾涛 周超 《Journal of Beijing Institute of Technology》 EI CAS 2010年第4期460-465,共6页
Based on the geometric structure of multi-channel space-surface bistatic aperture radar(SS-BiSAR),the time-frequency and spatial-frequency relationships of clutter and moving target are detailedly analyzed.It is fou... Based on the geometric structure of multi-channel space-surface bistatic aperture radar(SS-BiSAR),the time-frequency and spatial-frequency relationships of clutter and moving target are detailedly analyzed.It is found that the prepositive stationary receiver can improve the spatial separation between moving target and correspondingly competitive clutter,furthermore the processing scheme of space-time adaptive processing(STAP) in SS-BiSAR echo domain is given.Meanwhile,compared to the STAP in monostatic synthetic aperture radar(SAR),it is firstly proved that the minimum detectable velocity in SS-BiSAR system can improve R0/R1(transmitter-to-target distance over receiver-to-target) times.Finally,the computer simulation verifies the effectiveness of the STAP processing scheme. 展开更多
关键词 space-time adaptive processing(STAP) space-surface bistatic synthetic aperture radar(SSBiSAR) performance improvement minimal detectable velocity
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支持精密进近引导的北斗空时联合抗干扰技术 被引量:1
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作者 康荣雷 张浩 +1 位作者 常军 熊健 《电讯技术》 北大核心 2025年第4期559-565,共7页
为保证复杂电磁环境下对北斗卫星信号的可靠、准确和连续的接收能力,在分析抗干扰与高精度联合处理的理论模型的基础上,提出一种功率倒置准则与最小均方误差准则结合的空时联合抗干扰技术。该技术能够在北斗信号导向矢量获取失效、阵列... 为保证复杂电磁环境下对北斗卫星信号的可靠、准确和连续的接收能力,在分析抗干扰与高精度联合处理的理论模型的基础上,提出一种功率倒置准则与最小均方误差准则结合的空时联合抗干扰技术。该技术能够在北斗信号导向矢量获取失效、阵列流形特性变化或信号入射角度未知等条件下实现北斗抗干扰处理并兼顾载波测量的相位响应不失真。仿真实验表明,所提出的空时联合抗干扰技术在抗干扰达到干噪比50 dB的同时,载波相位畸变误差小于整周1%,满足抗干扰与高精度测量要求,可以有效支持精密进近引导技术所适配的各类战术应用。 展开更多
关键词 北斗系统(BDS) 精密进近引导 空时联合 抗干扰算法 高精度测量
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复杂环境下机载雷达认知空时自适应处理技术
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作者 谢文冲 熊元燚 +5 位作者 陈威 柳成荫 田步秋 侯铭 高晨然 王永良 《雷达学报(中英文)》 北大核心 2025年第6期1343-1357,共15页
中国边境线地貌类型丰富,电磁信号密布,导致机载雷达在实际工作中面临的环境非常复杂。机载雷达在复杂地形环境和复杂电磁环境下探测性能严重下降,无法满足作战需求。认知空时自适应处理是一种有效的技术途径。该文提出了认知空时自适... 中国边境线地貌类型丰富,电磁信号密布,导致机载雷达在实际工作中面临的环境非常复杂。机载雷达在复杂地形环境和复杂电磁环境下探测性能严重下降,无法满足作战需求。认知空时自适应处理是一种有效的技术途径。该文提出了认知空时自适应处理架构,并在该架构基础上分别介绍了数据库、算法库、认知STAP技术和反馈控制等。仿真数据分析表明,相对于传统STAP技术,认知空时自适应处理技术可显著提升机载雷达在复杂环境下的运动目标检测性能。 展开更多
关键词 机载雷达 认知空时自适应处理 复杂环境 数据库 算法库
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基于多目标稳健STAP的集中式MIMO雷达波形设计
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作者 张云雷 刘立国 +2 位作者 彭培 沈廷立 李厚朴 《系统工程与电子技术》 北大核心 2025年第2期442-450,共9页
针对集中式多输入多输出(multiple-input multiple-output, MIMO)雷达多目标空时自适应信号处理(space-time adaptive signal processing, STAP)中最优发射波形设计问题,以最大化最差输出目标信干噪比(signal-to-interference plus nois... 针对集中式多输入多输出(multiple-input multiple-output, MIMO)雷达多目标空时自适应信号处理(space-time adaptive signal processing, STAP)中最优发射波形设计问题,以最大化最差输出目标信干噪比(signal-to-interference plus noise ratio, SINR)为优化准则,联合优化发射波形和接收滤波器。在模型方面,考虑其他目标作为相干干扰;在算法方面,为满足半正定规化(semi-definite programming, SDP)算法中输出波形相关的协方差矩阵的秩1约束,提出基于秩1近似的秩递减求解算法。在此基础上,设计两种迭代交替优化算法并对比了算法的性能。仿真结果表明,最优发射波形同时满足峰均比(peak-to-average ratio, PAR)和相似性约束,具有稳健多目标空时杂波抑制能力。 展开更多
关键词 多目标 稳健时空自适应信号处理 集中式MIMO雷达 波形设计 秩递减
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原子范数空时动目标参数分离估计算法
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作者 章涛 郑海芳 +1 位作者 张威 来燃 《现代雷达》 北大核心 2025年第3期48-57,共10页
文中提出了一种基于参数分离的原子范数空时自适应处理动目标参数估计算法。该方法首先对构建的联合稀疏恢复数据通过双线性变换将加速度和速度参数分离,然后利用低秩矩阵恢复理论将两个参数分别在各自连续的原子集中进行稀疏恢复,并实... 文中提出了一种基于参数分离的原子范数空时自适应处理动目标参数估计算法。该方法首先对构建的联合稀疏恢复数据通过双线性变换将加速度和速度参数分离,然后利用低秩矩阵恢复理论将两个参数分别在各自连续的原子集中进行稀疏恢复,并实现了利用半正定规划和交替方向乘子法两种求解方式得到对应的参数子空间,最后通过矩阵束方法求解对应的参数估计值,规避了现有稀疏恢复方法中由于字典失配造成的估计性能降低的问题。实验证明,在信噪比较高的情况下,文中方法估计性能优于已有的基于固定离散化字典的稀疏恢复空时动目标参数估计方法。 展开更多
关键词 空时自适应处理 参数估计 字典失配 原子范数
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基于无网格稀疏贝叶斯学习的机载双基地雷达杂波抑制方法 被引量:1
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作者 陈俊先 施龙飞 +1 位作者 刘甲磊 马佳智 《系统工程与电子技术》 北大核心 2025年第12期4057-4067,共11页
受制于网格失配问题与求解中对l_(0)范数凸松弛的需求,现有各类稀疏恢复(sparse recovery,SR)空时自适应处理(space-time adaptive processing,STAP)方法杂波抑制性能均存在一定损失。针对上述问题,面向机载双基地雷达场景提出一种基于... 受制于网格失配问题与求解中对l_(0)范数凸松弛的需求,现有各类稀疏恢复(sparse recovery,SR)空时自适应处理(space-time adaptive processing,STAP)方法杂波抑制性能均存在一定损失。针对上述问题,面向机载双基地雷达场景提出一种基于扩展贝叶斯学习的无网格SR-STAP方法,将杂波空时谱重构问题转化为基于无网格稀疏贝叶斯推断的优化模型,并基于最大化-最小化算法与交替方向乘子法设计了一种双层循环迭代策略进行求解。仿真结果表明,所提方法对机载双基地雷达杂波的抑制性能优于现有方法,可为有限训练样本下的机载双基地雷达杂波抑制提供更优方案。 展开更多
关键词 机载双基地雷达 稀疏恢复 空时自适应处理 网格失配 贝叶斯学习
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基于杂波参数估计的空时极化自适应处理方法 被引量:2
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作者 杨志成 田步秋 +1 位作者 陈威 谢文冲 《信号处理》 北大核心 2025年第4期609-621,共13页
机载雷达面临的杂波强度大、分布范围广,空时自适应处理(space-time adaptive processing,STAP)可实现对强杂波的有效抑制,是当前机载雷达系统的关键技术之一。然而,当目标径向速度接近为零时,目标与杂波空时特性相近,此时在空时二维域... 机载雷达面临的杂波强度大、分布范围广,空时自适应处理(space-time adaptive processing,STAP)可实现对强杂波的有效抑制,是当前机载雷达系统的关键技术之一。然而,当目标径向速度接近为零时,目标与杂波空时特性相近,此时在空时二维域中难以将目标从杂波中分辨出来。为提高对主瓣杂波中目标信号的检测概率,空时极化自适应处理在空时域的基础上增加极化域信息,通过在极化域区分目标与杂波信号,能够在一定程度上实现对主瓣杂波的抑制,从而增强机载雷达对慢速运动目标的探测能力。在进行空时极化自适应处理的过程中,极化域约束矢量如何选取会显著影响空时极化自适应处理性能。本文所提空时极化自适应处理方法基于对主瓣杂波的极化参数估计,首先对回波信号进行多普勒域降维STAP处理,并估计主瓣杂波的极化协方差矩阵,随后以使杂波抑制性能最优为准则确定极化域的约束矢量,最后通过空时极化自适应处理对主瓣杂波进行抑制,该方法运算量更低的同时回避了现有文献中主瓣杂波内的目标极化参数难以估计的问题。仿真结果表明,相对于传统空时自适应处理技术和基于最小方差无偏估计(minimum variance unbiased,MVU)法的空时极化自适应处理技术,本文所提方法输出剩余杂波功率更低且输出信杂噪比更高,显著提升了机载雷达的慢速运动目标检测性能。 展开更多
关键词 机载雷达 空时极化自适应处理 极化参数估计 慢速运动目标
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基于一种半经验双基杂波散射系数模型的星载双基雷达杂波抑制性能分析
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作者 陆晴 邹子豪 +5 位作者 黄鹏辉 陈筠力 席沛丽 刘艳阳 万向成 张双喜 《雷达学报(中英文)》 北大核心 2025年第5期1215-1229,共15页
针对传统星载单基雷达系统弱小动目标检测工程实现代价大以及抗干扰能力差等问题,星载双基雷达系统利用收发分置特点,通过大方位双基角观测构型有效提高目标的雷达散射截面积,同时有效提升处于“静默”状态的接收机抗干扰能力。然而,相... 针对传统星载单基雷达系统弱小动目标检测工程实现代价大以及抗干扰能力差等问题,星载双基雷达系统利用收发分置特点,通过大方位双基角观测构型有效提高目标的雷达散射截面积,同时有效提升处于“静默”状态的接收机抗干扰能力。然而,相比于星载单基雷达系统,星载双基雷达系统的收发分置构型将导致背景杂波回波特性呈现明显的差异。针对传统经验杂波散射系数模型难以体现散射系数随方位双基角的变化趋势这一问题,该文提出一种基于双尺度模型的半经验双基杂波散射系数模型。所提模型基于电磁散射理论将经验单基后向散射系数模型转换成双基散射系数模型,并基于双尺度模型对散射系数进行修正。该文通过现有文献中的双基杂波散射系数实测结果对所提模型的准确性进行了验证。基于所提双基杂波散射系数模型,该文通过空-时自适应处理杂波抑制方法对不同方位双基角下星载双基雷达的杂波抑制性能进行了仿真分析。根据仿真结果可知,在HH极化下,当方位双基角在30°~130°时,杂波抑制性能相对较好,当方位双基角达到150°以上时,主瓣杂波能量显著增强,使得杂波抑制性能受到明显影响。 展开更多
关键词 星载双基雷达 杂波散射系数模型 双尺度模型 杂波抑制 空-时自适应处理
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基于短时傅里叶变换的高效空频自适应抗干扰方法 被引量:5
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作者 赵正义 南普龙 《系统工程与电子技术》 北大核心 2025年第6期1778-1785,共8页
针对传统空频自适应处理(space frequency adaptive processing,SFAP)算法在快速傅里叶变换(fast Fourier transform,FFT)点数较大时出现计算量大、点数较少时出现在干扰来向的其他频段产生寄生零陷的问题,提出一种基于短时傅里叶变换(s... 针对传统空频自适应处理(space frequency adaptive processing,SFAP)算法在快速傅里叶变换(fast Fourier transform,FFT)点数较大时出现计算量大、点数较少时出现在干扰来向的其他频段产生寄生零陷的问题,提出一种基于短时傅里叶变换(short-time Fourier transform,STFT)的SFAP方法。首先通过STFT将采样信号转换到时频域,并利用恒虚警门限检测方法检测干扰频点,然后仅在干扰频点进行空域滤波,相较于传统SFAP算法在所有频点进行空域滤波处理,所提方法有效提升了SFAP的计算效率和抗干扰能力。所提方法除了能够应对平稳干扰,也能够有效抑制威胁更大的非平稳干扰。 展开更多
关键词 全球卫星导航系统 空频自适应处理 短时傅里叶变换 抗干扰
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基于非凸松弛原子范数的快速无网格稀疏恢复STAP方法
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作者 崔林峰 吴敏 +1 位作者 郝程鹏 刘佳 《雷达学报(中英文)》 北大核心 2025年第6期1376-1392,共17页
稀疏恢复空时自适应处理(SR-STAP)方法因其对训练样本的极低需求,在非均匀杂波环境下体现出显著优势。然而,由于需要对空时平面进行离散划分,大多数现有SR-STAP方法的性能均受到网格失配效应的约束。为了克服这个问题并提升杂波抑制性能... 稀疏恢复空时自适应处理(SR-STAP)方法因其对训练样本的极低需求,在非均匀杂波环境下体现出显著优势。然而,由于需要对空时平面进行离散划分,大多数现有SR-STAP方法的性能均受到网格失配效应的约束。为了克服这个问题并提升杂波抑制性能,该文提出了一种基于非凸松弛原子范数的无网格SR-STAP方法。首先,该方法基于连续域内的原子构建无网格的杂波谱稀疏恢复模型,克服了传统基于离散字典方法的网格失配效应;其次,采用原子范数的非凸松弛形式并按照重加权策略迭代执行优化过程,有效突破了分辨率的限制;另外,针对半正定规划求解复杂度高的问题,该文提出了一种基于改进交替方向乘子法(ADMM)的快速求解方案。该方案在ADMM框架基础上,利用杂波协方差矩阵的低秩和block-Toeplitz特性,通过近似半正定投影技术进一步降低算法的复杂度,并采用基于超梯度下降的自适应惩罚系数加快算法的收敛速度。仿真和实测数据结果表明,与现有的SR-STAP方法相比,该文提出的方法能够以更高的计算效率获得更好的杂波抑制和目标检测性能。 展开更多
关键词 稀疏恢复 空时自适应处理 原子范数最小化 非凸松弛 交替方向乘子法
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