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Robust hybrid beamforming in cooperative cell-free mmWave MIMO networks relying on imperfect CSI

Robust hybrid beamforming in cooperative cell-free mmWave MIMO networks relying on imperfect CSI
Robust hybrid beamforming in cooperative cell-free mmWave MIMO networks relying on imperfect CSI

A low-complexity robust cooperative hybrid beamformer is designed for both the downlink and uplink of cell-free millimeter wave (mmWave) multiple-input-multiple-output (MIMO) networks, while considering realistic imperfect channel state information (CSI). To begin with, a second-order cone program (SOCP)-based robust fully-digital beamformer (FDBF) is designed for minimizing the worst-case interference for the downlink of multiple-input-single-output (MISO) systems. Subsequently, we develop a Bayesian learning (BL) framework for determining both the analog and digital components of the hybrid transmit precoder (TPC) from the FDBF. The above designs are subsequently extended to employing eigenvector perturbation theory for constructing the robust TPC for the cell-free mmWave MIMO downlink, where the users have multiple receive antennas (RAs). Furthermore, the multi-dimensional covariance fitting (MCF) framework is harnessed for designing the robust TPC of the corresponding uplink. Finally, the efficiency of the proposed TPC designs is evaluated by simulation results both in terms of their ability to mitigate the multi-user interference (MUI), and improving the spectral efficiency achieved. Additionally, the proposed designs are shown to be computationally efficient and equivalent to a minimum variance hybrid beamformer.

CSI uncertainty, cell-free networks, cooperative beamforming, mmWave, robust beamforming
0018-9545
12590-12602
Jafri, Meesam
46e4ee57-9ee8-4e2e-b4a9-6d26d7c796b8
Kumar, Pankaj
a8e15ae1-e689-43ea-bf11-044c14218180
Srivastava, Suraj
a90b79db-5004-4786-9e40-995bd5ce2606
Jagannatham, Aditya K.
ae9274e6-c98c-4e15-a5be-f4eb0fc179ff
Hanzo, Lajos
66e7266f-3066-4fc0-8391-e000acce71a1
Jafri, Meesam
46e4ee57-9ee8-4e2e-b4a9-6d26d7c796b8
Kumar, Pankaj
a8e15ae1-e689-43ea-bf11-044c14218180
Srivastava, Suraj
a90b79db-5004-4786-9e40-995bd5ce2606
Jagannatham, Aditya K.
ae9274e6-c98c-4e15-a5be-f4eb0fc179ff
Hanzo, Lajos
66e7266f-3066-4fc0-8391-e000acce71a1

Jafri, Meesam, Kumar, Pankaj, Srivastava, Suraj, Jagannatham, Aditya K. and Hanzo, Lajos (2025) Robust hybrid beamforming in cooperative cell-free mmWave MIMO networks relying on imperfect CSI. IEEE Transactions on Vehicular Technology, 74 (8), 12590-12602. (doi:10.1109/TVT.2025.3555484).

Record type: Article

Abstract

A low-complexity robust cooperative hybrid beamformer is designed for both the downlink and uplink of cell-free millimeter wave (mmWave) multiple-input-multiple-output (MIMO) networks, while considering realistic imperfect channel state information (CSI). To begin with, a second-order cone program (SOCP)-based robust fully-digital beamformer (FDBF) is designed for minimizing the worst-case interference for the downlink of multiple-input-single-output (MISO) systems. Subsequently, we develop a Bayesian learning (BL) framework for determining both the analog and digital components of the hybrid transmit precoder (TPC) from the FDBF. The above designs are subsequently extended to employing eigenvector perturbation theory for constructing the robust TPC for the cell-free mmWave MIMO downlink, where the users have multiple receive antennas (RAs). Furthermore, the multi-dimensional covariance fitting (MCF) framework is harnessed for designing the robust TPC of the corresponding uplink. Finally, the efficiency of the proposed TPC designs is evaluated by simulation results both in terms of their ability to mitigate the multi-user interference (MUI), and improving the spectral efficiency achieved. Additionally, the proposed designs are shown to be computationally efficient and equivalent to a minimum variance hybrid beamformer.

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Accepted/In Press date: 24 March 2025
e-pub ahead of print date: 28 March 2025
Keywords: CSI uncertainty, cell-free networks, cooperative beamforming, mmWave, robust beamforming

Identifiers

Local EPrints ID: 500435
URI: http://eprints.soton.ac.uk/id/eprint/500435
ISSN: 0018-9545
PURE UUID: 9fae5dc1-edb9-4a39-8197-21bdca241879
ORCID for Pankaj Kumar: ORCID iD orcid.org/0009-0008-7783-2506
ORCID for Lajos Hanzo: ORCID iD orcid.org/0000-0002-2636-5214

Catalogue record

Date deposited: 29 Apr 2025 16:51
Last modified: 28 Aug 2025 02:26

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Contributors

Author: Meesam Jafri
Author: Pankaj Kumar ORCID iD
Author: Suraj Srivastava
Author: Aditya K. Jagannatham
Author: Lajos Hanzo ORCID iD

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