Quantum Annealing for Large MIMO Downlink Vector Perturbation Precoding

被引:11
|
作者
Kasi, Srikar [1 ]
Singh, Abhishek Kumar [1 ]
Venturelli, Davide [2 ]
Jamieson, Kyle [1 ]
机构
[1] Princeton Univ, Princeton, NJ 08544 USA
[2] Univ Space Res Assoc, Washington, DC USA
基金
美国国家科学基金会;
关键词
Vector Perturbation; Downlink Precoding; Quantum Computation; Quantum Annealing; Optimization; MULTIANTENNA MULTIUSER COMMUNICATION;
D O I
10.1109/ICC42927.2021.9500557
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
In a multi-user system with multiple antennas at the base station, precoding techniques in the downlink broadcast channel allow users to detect their respective data in a noncooperative manner. Vector Perturbation Precoding (VPP) is a non-linear variant of transmit-side channel inversion that perturbs user data to achieve full diversity order. While promising, finding an optimal perturbation in VPP is known to be an NP-hard problem, demanding heavy computational support at the base station and limiting the feasibility of the approach to small MIMO systems. This work proposes a radically different processing architecture for the downlink VPP problem, one based on Quantum Annealing (QA), to enable the applicability of VPP to large MIMO systems. Our design reduces VPP to a quadratic polynomial form amenable to QA, then refines the problem coefficients to mitigate the adverse effects of QA hardware noise. We evaluate our proposed QA based VPP (QAVP) technique on a real Quantum Annealing device over a variety of design and machine parameter settings. With existing hardware, QAVP can achieve a BER of 10(-4) with 100 mu s compute time, for a 6x6 MIMO system using 64 QAM modulation at 32 dB SNR.
引用
收藏
页数:6
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