A Rank-Constrained Coordinate Ascent Approach to Hybrid Precoding for the Downlink of Wideband Massive (MIMO) Systems
An innovative approach to hybrid analog-digital precoding for the downlink of wideband massive MIMO systems is developed. The proposed solution, termed Rank-Constrained Coordinate Ascent (RCCA), starts seeking the full-digital precoder that maximizes the achievable sum-rate over all the frequency su...
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| Published in: | IEEE transactions on vehicular technology Vol. 72; no. 12; pp. 15953 - 15966 |
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| Main Authors: | , , |
| Format: | Journal Article |
| Language: | English |
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New York
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
01.12.2023
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| ISSN: | 0018-9545, 1939-9359 |
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| Abstract | An innovative approach to hybrid analog-digital precoding for the downlink of wideband massive MIMO systems is developed. The proposed solution, termed Rank-Constrained Coordinate Ascent (RCCA), starts seeking the full-digital precoder that maximizes the achievable sum-rate over all the frequency subcarriers while constraining the rank of the overall transmit covariance matrix. The frequency-flat constraint on the analog part of the hybrid precoder and the non-convex nature of the rank constraint are circumvented by transforming the original problem into a more suitable one, where a convenient structure for the transmit covariance matrix is imposed. Such structure makes the resulting full-digital precoder particularly adequate for its posterior analog-digital factorization. An additional problem formulation to determine an appropriate power allocation policy according to the rank constraint is also provided. The numerical results show that the proposed method outperforms baseline solutions even for practical scenarios with high spatial diversity. |
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| AbstractList | An innovative approach to hybrid analog-digital precoding for the downlink of wideband massive MIMO systems is developed. The proposed solution, termed Rank-Constrained Coordinate Ascent (RCCA), starts seeking the full-digital precoder that maximizes the achievable sum-rate over all the frequency subcarriers while constraining the rank of the overall transmit covariance matrix. The frequency-flat constraint on the analog part of the hybrid precoder and the non-convex nature of the rank constraint are circumvented by transforming the original problem into a more suitable one, where a convenient structure for the transmit covariance matrix is imposed. Such structure makes the resulting full-digital precoder particularly adequate for its posterior analog-digital factorization. An additional problem formulation to determine an appropriate power allocation policy according to the rank constraint is also provided. The numerical results show that the proposed method outperforms baseline solutions even for practical scenarios with high spatial diversity. |
| Author | Fresnedo, Óscar González-Coma, José P. Castedo, Luis |
| Author_xml | – sequence: 1 givenname: José P. orcidid: 0000-0001-7554-1758 surname: González-Coma fullname: González-Coma, José P. organization: Defense University Center at the Spanish Naval Academy, Marín, Spain – sequence: 2 givenname: Óscar orcidid: 0000-0002-2905-9052 surname: Fresnedo fullname: Fresnedo, Óscar organization: Department Computer Engineering & CITIC Research Center, University of A Coruña, A Coruña, Spain – sequence: 3 givenname: Luis orcidid: 0000-0002-3801-012X surname: Castedo fullname: Castedo, Luis organization: Department Computer Engineering & CITIC Research Center, University of A Coruña, A Coruña, Spain |
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| Title | A Rank-Constrained Coordinate Ascent Approach to Hybrid Precoding for the Downlink of Wideband Massive (MIMO) Systems |
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