The adaptive digital beamforming technique in the space-polarization domain suppresses the interference with forming the coupling nulls of space and polarization domain.When there is the interference in mainlobe,it wi...The adaptive digital beamforming technique in the space-polarization domain suppresses the interference with forming the coupling nulls of space and polarization domain.When there is the interference in mainlobe,it will cause serious mainlobe distortion,that the target detection suffers from.To overcome this problem and make radar cope with the complex multiple interferences scenarios,we propose a multiple mainlobe and/or sidelobe interferences suppression method for dual polarization array radar.Specifically,the proposed method consists of a signal preprocessing based on the proposed angle estimation with degree of polarization(DoP),and a filtering criterion based on the proposed linear constraint.The signal preprocessing provides the accurate estimated parameters of the interference,which contributes to the criterion for null-decoupling in the space-polarization domain of mainlobe.The proposed method can reduce the mainlobe distortion in the space-polarization domain while suppressing the multiple mainlobe and/or sidelobe interferences.The effectiveness of the proposed method is verified by simulations.展开更多
针对冰雹检测方法中大量带标签数据不易获取的问题,本文提出一种基于核密度估计(Kernel Density Estimation,KDE)的贝叶斯模型冰雹检测方法,利用大量无标签数据和少量带标签数据,根据概率对冰雹进行检测。该方法首先根据大量无标签数据...针对冰雹检测方法中大量带标签数据不易获取的问题,本文提出一种基于核密度估计(Kernel Density Estimation,KDE)的贝叶斯模型冰雹检测方法,利用大量无标签数据和少量带标签数据,根据概率对冰雹进行检测。该方法首先根据大量无标签数据的密集程度将其初步分成若干集合,然后每个集合采用高斯核密度函数以及最佳固定带宽值,计算得到每个集合的类条件概率,其次利用少量带标签数据以及降水粒子的融化层信息建立类先验概率,最后根据每个集合的最大后验概率匹配降水粒子类型,实现冰雹与其他降水粒子类型的检测结果。通过实测数据对模型的验证结果表明,该方法能够较好的实现冰雹检测。展开更多
针对电子信息设备对空间频谱资源的互相竞争问题,考虑多输入多输出(multiple input multiple output,MIMO)雷达的波形分集优势,提出了一种基于优化星座图的MIMO雷达通信一体化(dual functional radar communication,DFRC)发射波形设计...针对电子信息设备对空间频谱资源的互相竞争问题,考虑多输入多输出(multiple input multiple output,MIMO)雷达的波形分集优势,提出了一种基于优化星座图的MIMO雷达通信一体化(dual functional radar communication,DFRC)发射波形设计方法。首先,构建了MIMO-DFRC系统的发射波形优化设计模型;其次,基于幅度和相位联合约束设计了通信信息植入策略。同时,为进一步降低通信信息传输误码率(bit error rate,BER),优化了期望通信信号的星座图,并基于一阶泰勒展开的序列线性规划算法(sequential linear programming algorithm based on the first-order Taylor expansion,SLP-FTE)对其BER进行了高效求解。所设计波形能够同时实现雷达目标探测和通信信息传输一体化功能,可以有效解决频谱拥塞问题。最后,仿真分析验证了所提方法的有效性。展开更多
基金supported by the National Natural Science Foundation of China(6190149661871385)。
文摘The adaptive digital beamforming technique in the space-polarization domain suppresses the interference with forming the coupling nulls of space and polarization domain.When there is the interference in mainlobe,it will cause serious mainlobe distortion,that the target detection suffers from.To overcome this problem and make radar cope with the complex multiple interferences scenarios,we propose a multiple mainlobe and/or sidelobe interferences suppression method for dual polarization array radar.Specifically,the proposed method consists of a signal preprocessing based on the proposed angle estimation with degree of polarization(DoP),and a filtering criterion based on the proposed linear constraint.The signal preprocessing provides the accurate estimated parameters of the interference,which contributes to the criterion for null-decoupling in the space-polarization domain of mainlobe.The proposed method can reduce the mainlobe distortion in the space-polarization domain while suppressing the multiple mainlobe and/or sidelobe interferences.The effectiveness of the proposed method is verified by simulations.
文摘针对冰雹检测方法中大量带标签数据不易获取的问题,本文提出一种基于核密度估计(Kernel Density Estimation,KDE)的贝叶斯模型冰雹检测方法,利用大量无标签数据和少量带标签数据,根据概率对冰雹进行检测。该方法首先根据大量无标签数据的密集程度将其初步分成若干集合,然后每个集合采用高斯核密度函数以及最佳固定带宽值,计算得到每个集合的类条件概率,其次利用少量带标签数据以及降水粒子的融化层信息建立类先验概率,最后根据每个集合的最大后验概率匹配降水粒子类型,实现冰雹与其他降水粒子类型的检测结果。通过实测数据对模型的验证结果表明,该方法能够较好的实现冰雹检测。
文摘针对电子信息设备对空间频谱资源的互相竞争问题,考虑多输入多输出(multiple input multiple output,MIMO)雷达的波形分集优势,提出了一种基于优化星座图的MIMO雷达通信一体化(dual functional radar communication,DFRC)发射波形设计方法。首先,构建了MIMO-DFRC系统的发射波形优化设计模型;其次,基于幅度和相位联合约束设计了通信信息植入策略。同时,为进一步降低通信信息传输误码率(bit error rate,BER),优化了期望通信信号的星座图,并基于一阶泰勒展开的序列线性规划算法(sequential linear programming algorithm based on the first-order Taylor expansion,SLP-FTE)对其BER进行了高效求解。所设计波形能够同时实现雷达目标探测和通信信息传输一体化功能,可以有效解决频谱拥塞问题。最后,仿真分析验证了所提方法的有效性。