Hierarchical Codebook Design and Search Algorithm in Millimeter-Wave MIMO
Gao, Chao (2018-10-01)
Hierarchical Codebook Design and Search Algorithm in Millimeter-Wave MIMO
Gao, Chao
(01.10.2018)
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Turun yliopisto
Tiivistelmä
In a millimeter-wave communication system, using a large-scale antenna array to improve
system performance also brings about the problem that how to efficiently search the best
beam direction in the angle domain at both the transmitter and the receiver. Because of
the problem that the use of the exhaustive search method may cause excessively high time
complexity, the hierarchical search method is widely used, and the performance of the
search results depends on the design of the hierarchical codebook.
In this thesis, by combining two phase shifters in parallel, the problem of the phase shifter
amplitude is effectively solved, and a hierarchical codebook is designed for the proposed
millimeter wave MIMO system model. In addition, this thesis proposes two hierarchical
search algorithms based on the tree structure features of hierarchical codebooks.
In this thesis, by combining the properties of discrete-time Fourier transform with the
traditional method of designing hierarchical codebooks, an optimization objective
function is proposed, and the gradient descent algorithm is used to solve the optimization
objective function to obtain the hierarchical codebook. According to the hierarchical
search algorithm of the tree, taking the maximum SNR at the receiver as the goal,
hierarchical codebook is searched. Finally, the Matlab simulation results show that the
performance of the hierarchical codebook proposed in this thesis is better than the
performance of the traditional hierarchical codebook.
system performance also brings about the problem that how to efficiently search the best
beam direction in the angle domain at both the transmitter and the receiver. Because of
the problem that the use of the exhaustive search method may cause excessively high time
complexity, the hierarchical search method is widely used, and the performance of the
search results depends on the design of the hierarchical codebook.
In this thesis, by combining two phase shifters in parallel, the problem of the phase shifter
amplitude is effectively solved, and a hierarchical codebook is designed for the proposed
millimeter wave MIMO system model. In addition, this thesis proposes two hierarchical
search algorithms based on the tree structure features of hierarchical codebooks.
In this thesis, by combining the properties of discrete-time Fourier transform with the
traditional method of designing hierarchical codebooks, an optimization objective
function is proposed, and the gradient descent algorithm is used to solve the optimization
objective function to obtain the hierarchical codebook. According to the hierarchical
search algorithm of the tree, taking the maximum SNR at the receiver as the goal,
hierarchical codebook is searched. Finally, the Matlab simulation results show that the
performance of the hierarchical codebook proposed in this thesis is better than the
performance of the traditional hierarchical codebook.