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A novel unitary beamspace recursive least squares (UB-RLS) algorithm for fast adaptive beamforming is proposed in this paper. Firstly, a kind of random unitary transformation matrix is designed. Secondly, with these matrices, the feed signals are transformed into a low-dimensional space named the unitary beamspace (UB) and the computation complexity is accordingly decreased. Finally, the RLS algorithm...