中文说明:基于压缩感知的DOA估计算法L1SVD算法,该算法成功将压缩感知理论应用到空间谱估计中,该算法不仅能高精度估计出来波方向,而且能够同时对相干信源和非相干信源的来波方向进行估计,在存在多快拍数时,该算法引入了奇异值分解来降低维度,大大降低了计算的复杂度,同时该算法将目标函数转换成SOCP问题,可以利用大量工具包求解。
English Description:
L1svd algorithm, a DOA estimation algorithm based on compressed sensing, successfully applies compressed sensing theory to spatial spectrum estimation. The algorithm can not only estimate the direction of wave with high accuracy, but also estimate the direction of wave of coherent and incoherent sources at the same time. When there are multiple snapshots, the algorithm introduces singular value decomposition to reduce the dimension and greatly reduce the computational cost At the same time, the algorithm transforms the objective function into a SOCP problem, which can be solved by a large number of toolkits.