MIMO-OFDM system channel estimation method based on compressed sensing
A MIMO-OFDM, compressed sensing technology, applied in baseband system components, multi-frequency code systems, etc., can solve problems such as high complexity, difficulty in completely eliminating multipath fading channel inter-symbol interference, and reduce pilot overhead , reduce the number of observed samples, and estimate the effect of improving results
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Embodiment 1
[0035] 1. System model
[0036] This scheme considers MIMO-OFDM system. figure 1 It is a schematic diagram of antenna configuration at the receiving end, it is not general, and a two-dimensional antenna uniform array is used, in which there are N in the horizontal direction h Antennas, N in the vertical direction v Antennas, the distance between adjacent antennas is d. The time-domain multipath channel response matrix is
[0037] Q ( τ ) = Σ l = 0 L - 1 β l a ( θ l ) a T ( φ l ) δ ( τ - ...
Embodiment 2
[0112] According to the compressive sensing theory, formula (13) and formula (20) can be obtained, which can be solved by using optimization algorithm. The present embodiment provides OMP algorithm to solve formula (13) and formula (20), specifically:
[0113] a. Initialize residual r v , h ( 0 ) = H ~ v , h = [ H ~ v , h , 0 , H ~ v , h ...
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