Alternative direction for 3D orthogonal frequency division multiplexing massive MIMO FDD channel estimation and feedback
In this study, downlink channel estimation of three-dimensional massive multiple-input multiple-output (3D-MIMO) system operating in the frequency division duplexing (FDD) mode is considered. Inspired by the channel sparsity property, this study proposes a compressive sensing algorithm to exploit th...
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| Published in: | IET communications Vol. 12; no. 11; pp. 1380 - 1388 |
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| Main Authors: | , , |
| Format: | Journal Article |
| Language: | English |
| Published: |
The Institution of Engineering and Technology
17.07.2018
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| Subjects: | |
| ISSN: | 1751-8628, 1751-8636 |
| Online Access: | Get full text |
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| Summary: | In this study, downlink channel estimation of three-dimensional massive multiple-input multiple-output (3D-MIMO) system operating in the frequency division duplexing (FDD) mode is considered. Inspired by the channel sparsity property, this study proposes a compressive sensing algorithm to exploit the channel sparsity structure in the angle–time domain. The proposed algorithm, named AMP-ADM, combines the multiple approximate message passing (M-AMP) algorithm with the alternative direction of multiplier (ADM) technique to efficiently exploit the sparsity structure of the 3D massive MIMO channel. First, the proposed AMP-ADM is implemented in the case of the conventional estimation for the FDD protocol where the channel is estimated individually at each user equipment. Then, building on this algorithm, a low complexity feedback AMP-ADM-T scheme at the transmitting base station (BS) side is proposed. In the proposed feedback AMP-ADM-T technique the users' channels are jointly estimated at the BS to fully exploit the common sparsity basis. Complexity and convergence analyses are provided for both the AMP-ADM and feedback AMP-ADM-T algorithms. Simulation results prove the improved performance of the proposed feedback AMP-ADM-T algorithm compared to different state-of-the-art joint channel estimation techniques. |
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| ISSN: | 1751-8628 1751-8636 |
| DOI: | 10.1049/iet-com.2017.0916 |