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采用自适应量化分辨率的无蜂窝大规模MIMO的节能集成接入与前传

Energy-Efficient Integrated Access and Fronthaul for Cell-Free Massive MIMO with Adaptive Quantization Resolution

Özlem Tuğfe Demir

arXiv 2608.07988首次发表:更新:

AI 中文总结

本文针对采用无线前传的无蜂窝大规模MIMO上行链路,构建能效最大化框架,联合优化资源拆分、自适应量化分辨率与前传功率,通过交替优化算法求解,实现节能目标。

AI 中文摘要

采用无线前传的无蜂窝大规模MIMO是6G网络中实现节能的有前景架构,但接入链路与前传链路需共享同一稀缺频谱,且在全集中式(Option-8)功能拆分下,前传速率由接入点(AP)采用的有限量化分辨率决定。本文针对该系统的上行链路构建网络能效(EE)最大化框架,联合优化集成接入与前传(IAF)的资源拆分、每个AP的自适应量化分辨率及前传功率,并统一处理时分(TD)与频分(FD)工作模式。当AP激活价值不高时,可将其关闭(休眠),因此分辨率分配与AP选择存在内在耦合。所得混合整数非凸分数规划问题通过交替优化算法求解,该算法具有每块最优性保证,可直接应用于两种模式,得到闭式最优时间拆分、带宽二分法及每个AP的最优比特选择。该设计基于易处理的加性量化噪声模型,报告的性能通过实际Lloyd-Max量化器及基于Bussgang分解的可达速率界端到端获得。

英文摘要

Cell-free massive MIMO with wireless fronthaul is a promising architecture for energy-efficient 6G networks, but the access and fronthaul links must then share the same scarce spectrum, and, under the fully centralized (option-8) functional split, the fronthaul rate is dictated by the finite quantization resolution used at the access points (APs). This paper develops a network energy-efficiency (EE) maximization framework for the uplink of such a system, jointly optimizing the integrated access and fronthaul (IAF) resource split, the adaptive per-AP quantization resolution, and the fronthaul powers, and treating the time-division (TD) and frequency-division (FD) operating modes in a unified manner. Each AP may be switched off (put to sleep) when it is not worth activating, so the resolution allocation is inherently coupled with AP selection. The resulting mixed-integer, nonconvex fractional program is solved by an alternating-optimization algorithm with per-block optimality guarantees---a closed-form optimal time split, bandwidth bisection, and optimal per-AP bit selection---that applies verbatim to both modes. While the design relies on the tractable additive quantization noise model, the reported performance is obtained end-to-end with the actual Lloyd--Max quantizers and a Bussgang decomposition-based achievable-rate bound.

Comments13 pages, 5 figures, submitted to an IEEE journal

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