Over-the-air (OtA) computation is a newly emerged concept for achieving resource-efficient data aggregation over a large number of wireless nodes. Current research on this topic only considers the standard star topology with multiple senders transmitting information to one receiver. In this work, we investigate how to achieve OtA computation with multiple receivers, and we propose a novel communication design by exploiting joint precoding and decoding over multiple time slots. The optimal precoding and decoding vectors are determined by solving an optimization problem that aims at minimizing the mean squared error of aggregated data under the unbiasedness condition and the power constraints. We show that with our proposed multi-slot design, we can save communication resources (e.g., time slots) and achieve smaller estimation error as compared to the baseline approach of separating different receivers over time.
翻译:超天计算(OtA)是一个在大量无线节点上实现资源高效数据汇总的新概念。 目前关于这个专题的研究只考虑标准恒星表层,由多个发送者向一个接收者发送信息。 在这项工作中,我们调查如何用多个接收者实现 OtA 计算,我们提出一个新的通信设计,在多个时段内利用联合预编码和解码。 最佳的预编码和解码矢量是通过解决一个优化问题来确定的。 优化问题的目的是在公正性条件和权力限制下最大限度地减少汇总数据的平均平方错误。 我们表明,通过我们拟议的多行设计,我们可以节省通信资源(例如时间段),并实现比长期分离不同接收者的基线方法更小的估算错误。