Large-scale MIMO DOA estimation method based on codebook assistance
A large-scale, codebook technology, applied in the field of wireless local area network communication, which can solve the problems of inability to guarantee DOA estimation accuracy and limited measurement data.
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[0042] The method will be described in detail below in conjunction with the drawings and embodiments.
[0043] Simulation is carried out based on the data model and the codebook auxiliary algorithm proposed by the present invention, and the DOA estimation performance and computational complexity are verified. The base station is a uniform linear array, the number of antennas is 36, and the antenna interval is half a wavelength. The range of the entire angle search is Φ=[-π / 2,π / 2], assuming there are five independent narrowband signal sources (K=5), and their direction angles are [1.31°2.81° 4.51° 13.71° 17.91° ]. For the MUSIC algorithm, the search step λ is fixed at 0.005°, and for the convex optimization algorithm, the error constant ξ and the balance regularization factor τ are set to 5 and 60, respectively.
[0044] figure 2 The DOA estimated power spectral density of the algorithm proposed by the present invention is shown. In this simulation experiment, the signal-to...
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