arXiv:2511.02765cs.LGeess.SP2025-11被引 2

提出向量计算新框架,高效抗衰落,适用于高维数据处理。

VecComp: Vector Computing via MIMO Digital Over-the-Air Computation

  • 将数字空中计算扩展至多天线向量运算,支持高维数据
  • 计算复杂度随维度线性增长,且在衰落信道下误差有上界
  • 适合物联网、边缘计算等需本地化高维数据处理的场景

近期提出的 ChannelComp 框架通过设计数字调制实现任意函数的数字空中计算,突破了传统模拟空中计算仅限于诺莫图函数的限制,同时保持与数字通信系统的兼容性,适用于以本地信息处理为核心的场景。然而,当前 ChannelComp 仅支持标量函数计算,且易受信道衰落影响。本文提出其推广版本 VecComp,结合多天线技术,实现向量函数计算,并保证计算复杂度仅随向量维度线性增长。该方法在衰落信道下仍具计算效率,我们建立了非渐近的均方误差上界,验证其鲁棒性。数值实验表明,VecComp 在噪声和衰落的多址信道中显著提升向量函数计算性能并实现衰落补偿。

原文摘要 · Abstract (English)

Recently, the ChannelComp framework has proposed digital over-the-air computation by designing digital modulations that enable the computation of arbitrary functions. Unlike traditional analog over-the-air computation, which is restricted to nomographic functions, ChannelComp enables a broader range of computational tasks while maintaining compatibility with digital communication systems. This framework is intended for applications that favor local information processing over the mere acquisition of data. However, ChannelComp is currently designed for scalar function computation, while numerous data-centric applications necessitate vector-based computations, and it is susceptible to channel fading. In this work, we introduce a generalization of the ChannelComp framework, called VecComp, by integrating ChannelComp with multiple-antenna technology. This generalization not only enables vector function computation but also ensures scalability in the computational complexity, which increases only linearly with the vector dimension. As such, VecComp remains computationally efficient and robust against channel impairments, making it suitable for high-dimensional, data-centric applications. We establish a non-asymptotic upper bound on the mean squared error of VecComp, affirming its computation efficiency under fading channel conditions. Numerical experiments show the effectiveness of VecComp in improving the computation of vector functions and fading compensation over noisy and fading multiple-access channels.

空中计算向量计算多天线通信系统

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