Hybrid Beamforming Design for Covert mmWave MIMO With Finite-Resolution DACs

Wei Ci;Chenhao Qi;Xiaohu You
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Abstract

We investigate hybrid beamforming design for covert millimeter wave multiple-input multiple-output systems with finite-resolution digital-to-analog converters (DACs), which impose practical hardware constraints not yet considered by the existing works and have negative impact on the covertness. Based on the additive quantization noise model, we derive the detection error probability of the warden considering finite-resolution DACs. Aiming at maximizing the sum covert rate (SCR) between the transmitter and legitimate users, we design hybrid beamformers subject to power and covertness constraints. To solve this nonconvex joint optimization problem, we propose an alternating optimization (AO) scheme based on fractional programming, quadratic transformation, and inner majorization-minimization methods to iteratively optimize the analog and digital beamformers. To reduce the computational complexity of the AO scheme, we propose a vector-space based heuristic (VSH) scheme to design the hybrid beamformer. We prove that as the number of antennas grows to be infinity, the SCR in the VSH scheme can approach the channel mutual information. Simulation results show that the AO and VSH schemes outperform the existing schemes and the VSH scheme can be used to obtain an initialization for the AO scheme to speed up its convergence.
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有限分辨率dac隐蔽毫米波MIMO混合波束形成设计
本文研究了基于有限分辨率数模转换器(dac)的隐蔽毫米波多输入多输出系统的混合波束形成设计,该设计施加了现有工作尚未考虑的实际硬件约束,并对隐蔽性产生了负面影响。基于加性量化噪声模型,推导了考虑有限分辨率dac的监测器检测误差概率。为了最大限度地提高发射机和合法用户之间的总隐蔽率(SCR),我们设计了受功率和隐蔽约束的混合波束形成器。为了解决这一非凸接头优化问题,我们提出了一种基于分数规划、二次变换和内最大化最小化方法的交替优化方案来迭代优化模拟和数字波束形成器。为了降低AO方案的计算复杂度,我们提出了一种基于矢量空间的启发式(VSH)方案来设计混合波束形成器。我们证明了当天线数量增加到无穷大时,VSH方案中的可控硅可以接近信道互信息。仿真结果表明,AO和VSH方案优于现有方案,VSH方案可用于获得AO方案的初始化,从而加快AO方案的收敛速度。
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