基于RLS的频域自适应多通道均衡算法OA
RLS-based Frequency Domain Adaptive Multichannel Equalization Algorithm
宽带阵列雷达中由于天线、射频组件等模拟器件频率响应的差异,导致各通道的幅相不一致即通道失配.通道失配可能导致雷达系统的不稳定,工作性能下降.针对常规的频域最小二乘均衡算法计算量大,工程不易实现等问题,论文提出在频域下引入自适应RLS(Recursive Least Squares)算法求解均衡滤波器.该算法通过对理想均衡器数据进行搬移增加带内数据的平稳性,提高均衡性能,截取带内数据均衡,减小拟合误差,进一步提高均衡精度同时减少了迭代数量降低了整体运算量.最后通过迭代求解均衡器的最优权矢量,避免了频域最小二乘算法中的矩阵求逆运算,降低了算法的计算复杂度.仿真数据表明,该方法比现有频域最小二乘算法有更好的均衡性能,重点针对带内数据大大降低了整体运算量,同时拥有更低的计算复杂度,工程实现简单.
In broadband array radar due to the difference in frequency response of analog devices such as antennas,RF com-ponents,the amplitude and phase of each channel are inconsistent i.e.,channel mismatch.The discrepancy in channel alignment can result in radar system instability and a decline in operational performance.Traditional frequency domain least squares equaliza-tion algorithms,due to their computational intensity and challenging implementation in engineering,may exacerbate these issues.In light of this,the present paper suggests incorporating the adaptive Recursive Least Squares(RLS)algorithm in the frequency do-main as a more efficient solution for equalization filtering.The algorithm increases the smoothness of the in-band data and improves the equalization performance by shifting the data of the ideal equalizer,intercepts the in-band data equalization,reduces the fitting error,and further improves the equalization accuracy while reducing the number of iterations to lower the overall computing power.Finally,the optimal weight vector of the equalizer is solved by iteration,which avoids the matrix inverse operation in the frequency domain least squares algorithm and reduces the computational complexity of the algorithm.Simulation data show that this method has better equalization performance than the existing frequency-domain least-squares algorithms,focusing on in-band data greatly reduces the overall computational volume,while possessing lower computational complexity and simple engineering implementation.
赵康;张治中;冯姣;李鹏
南京信息工程大学电子与信息工程学院 南京 210044南京信息工程大学电子与信息工程学院 南京 210044南京信息工程大学电子与信息工程学院 南京 210044南京信息工程大学电子与信息工程学院 南京 210044
信息技术与安全科学
宽带阵列雷达通道失配通道均衡自适应
wideband array radarchannel mismatchchannel equalizationself-adaptation
《计算机与数字工程》 2026 (6)
1547-1552,1557,7
国家自然科学基金项目(编号:61501244,61501245,62171229)国家重点研发计划(编号:2022YFB2902101)工信部行业专项"基于FR16的5G大上行、低时延基站设备"(编号:TC210H02P/2)资助.
评论