Pareto-optimal hybrid beamforming for finite-blocklength millimeter wave systems
Pareto-optimal hybrid beamforming for finite-blocklength millimeter wave systems
Short-packet communication (SPC) is essentially synonymous with ultra-reliable low-latency communication (uRLLC), which must meet stringent latency and reliability requirements. However, achieving efficient hybrid beamforming (HBF) in SPC-based millimeter wave (mmWave) systems is challenging due to the constraints of finite block lengths, limited number of radio frequency chains (RFCs), and owing to the complex optimization of transmit precoders (TPCs). In this work, we investigate the achievable rate region of an SPC-based mmWave downlink system. We harness the HBF for finite block lengths low-latency communication, relying on a low number of RFCs. We formulate a Pareto optimization problem for characterizing the achievable rate region, while considering the transmit power, mmWave hardware, and block length constraints. To solve this highly non-convex problem, we propose a bisection search-based block coordinate descent (Bi-BCD) algorithm, in which we optimize the RF TPC, the baseband (BB) TPC, and the block length. Specifically, we jointly optimize the RF and BB TPCs for a fixed block length, which involves both Remanian conjugate gradient (RCG) and second-order cone programming (SOCP) techniques, and then we optimize the block length by the mixed integer programming method. Subsequently, we update the achievable rate via the bisection search method. Finally, we present simulation results and quantify the efficiency of the proposed scheme.
Pareto boundary, Short packet communication, millimeter wave, hybrid beamforming
9910-9915
Singh, Jitendra
a98cf279-387d-412e-b5f8-8f1d623f3607
Naveen, Banda
bb2a761b-0b46-4e10-b4d5-0391ab6f40b3
Srivastava, Suraj
10635d73-e2d1-409c-95e6-0638da7b900b
Jagannatham, Aditya K.
757f9204-20b2-42a1-8279-49a13006ed0f
Hanzo, Lajos
66e7266f-3066-4fc0-8391-e000acce71a1
27 January 2025
Singh, Jitendra
a98cf279-387d-412e-b5f8-8f1d623f3607
Naveen, Banda
bb2a761b-0b46-4e10-b4d5-0391ab6f40b3
Srivastava, Suraj
10635d73-e2d1-409c-95e6-0638da7b900b
Jagannatham, Aditya K.
757f9204-20b2-42a1-8279-49a13006ed0f
Hanzo, Lajos
66e7266f-3066-4fc0-8391-e000acce71a1
Singh, Jitendra, Naveen, Banda, Srivastava, Suraj, Jagannatham, Aditya K. and Hanzo, Lajos
(2025)
Pareto-optimal hybrid beamforming for finite-blocklength millimeter wave systems.
IEEE Transactions on Vehicular Technology, 74 (6), .
(doi:10.1109/TVT.2025.3534021).
Abstract
Short-packet communication (SPC) is essentially synonymous with ultra-reliable low-latency communication (uRLLC), which must meet stringent latency and reliability requirements. However, achieving efficient hybrid beamforming (HBF) in SPC-based millimeter wave (mmWave) systems is challenging due to the constraints of finite block lengths, limited number of radio frequency chains (RFCs), and owing to the complex optimization of transmit precoders (TPCs). In this work, we investigate the achievable rate region of an SPC-based mmWave downlink system. We harness the HBF for finite block lengths low-latency communication, relying on a low number of RFCs. We formulate a Pareto optimization problem for characterizing the achievable rate region, while considering the transmit power, mmWave hardware, and block length constraints. To solve this highly non-convex problem, we propose a bisection search-based block coordinate descent (Bi-BCD) algorithm, in which we optimize the RF TPC, the baseband (BB) TPC, and the block length. Specifically, we jointly optimize the RF and BB TPCs for a fixed block length, which involves both Remanian conjugate gradient (RCG) and second-order cone programming (SOCP) techniques, and then we optimize the block length by the mixed integer programming method. Subsequently, we update the achievable rate via the bisection search method. Finally, we present simulation results and quantify the efficiency of the proposed scheme.
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Accepted/In Press date: 22 January 2025
e-pub ahead of print date: 27 January 2025
Published date: 27 January 2025
Keywords:
Pareto boundary, Short packet communication, millimeter wave, hybrid beamforming
Identifiers
Local EPrints ID: 498337
URI: http://eprints.soton.ac.uk/id/eprint/498337
ISSN: 0018-9545
PURE UUID: aef429ac-2b50-4352-944d-56a1cefa4f50
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Date deposited: 17 Feb 2025 17:35
Last modified: 11 Jul 2025 01:33
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Contributors
Author:
Jitendra Singh
Author:
Banda Naveen
Author:
Suraj Srivastava
Author:
Aditya K. Jagannatham
Author:
Lajos Hanzo
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