提出REED方法,实现无线联邦学习中无需相位同步的符号更新聚合。
Resource-Element Energy Difference for Noncoherent Over-the-Air Federated Learning

- 将模型更新的正负部分映射到正交资源上,通过能量差估计符号和
- 在瑞利衰落下推导出精确的一阶二阶统计量,支持单次传输与分集扩展
- 无需实时信道信息,适合低延迟无线联邦学习场景
过空气联邦学习(OTA-FL)通过无线多址信道直接聚合客户端更新,降低上行链路延迟。相干模拟聚合需对齐波形的相位和幅度,通常依赖同步、瞬时信道状态信息(CSI)、相位补偿和功率控制。非相干能量检测避免了相位相干合并,但单一能量测量为非负值,无法表示带符号的模型更新。本文提出资源元素能量差(REED),一种用于连续带符号聚合的非相干物理层原语。REED将每个实值更新的正负部分分别映射到成对正交资源元素的发射能量上,并通过减去对应接收能量来估计带符号和。该构造仅需慢时变平均信道功率校准,无需瞬时发射端或接收端CSI,也无需信道逆变换。针对独立瑞利衰落信道,本文推导出单次传输和芯片分集扩展版本的精确一阶与二阶矩表达式。由此得到的方差规律分离了由衰落引起的自噪声、信号-噪声互扰及接收端噪声波动,揭示了显式的分集-资源权衡关系。
原文摘要 · Abstract (English)
Over-the-air federated learning (OTA-FL) reduces uplink latency by aggregating client updates directly over the wireless multiple-access channel. Coherent analog aggregation realizes this idea by aligning the phases and amplitudes of simultaneously transmitted waveforms, which typically requires synchronization, instantaneous channel-state information (CSI), phase compensation, and power control. Noncoherent energy detection removes the need for phase-coherent combining, but a single energy measurement is nonnegative and, therefore, cannot represent signed model updates. This paper introduces resource-element energy difference (REED), a noncoherent physical-layer primitive for continuous signed aggregation. REED maps the positive and negative parts of each real-valued update to transmit energies on paired orthogonal resource elements and estimates the signed sum by subtracting the corresponding received energies. The construction uses slow-timescale calibration of average channel powers, but does not require instantaneous transmitter- or receiver-side CSI or channel inversion. For independent Rayleigh fading, we derive exact first- and second-moment expressions for single-shot REED and for a chip-diverse extension that spreads each coordinate over multiple independently faded paired chips. The resulting variance laws separate fading-induced self-noise, signal-noise interaction, and receiver-noise fluctuation, giving an explicit diversity-resource tradeoff. More->The rest of abstract is in the paper.
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