OTFS-Based Robust MMSE Precoding Design in Over-the-Air Computation

Dongkai ZHOU, Jing GUO*, Siqiang WANG, Zhong ZHENG, Zesong FEI, Weijie YUAN, Xinyi WANG

*Corresponding author for this work

Research output: Journal PublicationsJournal Article (refereed)peer-review

Abstract

Over-the-air computation (AirComp), as a data aggregation method that can improve network efficiency by exploiting the superposition characteristics of wireless channels, has received much attention recently. Meanwhile, the orthogonal time frequency space (OTFS) modulation can provide a strong Doppler resilience and facilitate reliable transmission for high-mobility communications. Hence, in this work, we investigate an OTFS-based AirComp system in the presence of time-frequency dual-selective channels. In particular, we commence from the development of a novel transmission framework for the considered system, where the pilot signal is sent together with data, and the channel estimation is implemented according to the echo from the access point to the sensor, thereby reducing the overhead of channel state information (CSI) feedback. Hereafter, based on the CSI estimated from the previous frame, a robust precoding matrix aiming at minimizing mean square error in the current frame is designed, which takes into account the estimation error from the receiver noise and the outdated CSI. The simulation results demonstrate the effectiveness of the proposed robust precoding scheme by comparing it with the non-robust precoding. The performance gain is more obvious in a high signal-to-noise ratio in case of large channel estimation errors.
Original languageEnglish
Pages (from-to)1-6
Number of pages6
JournalIEEE Transactions on Vehicular Technology
DOIs
Publication statusE-pub ahead of print - 5 Apr 2024
Externally publishedYes

Bibliographical note

This work was supported in part by the National Key R&D Program of China under Grant No. 2021YFB2900200; in part by the National Natural Science Foundation of China under Grant U20B2039; and in part by the National Natural Science Foundation of China under Grant 62301032. W. Yuan’s work is supported by by National Natural Science Foundation of China under Grant 62101232. X. Wang’s work is supported by Postdoctoral Fellowship Program of CPSF under grant GZC20233417.

Publisher Copyright:
IEEE

Keywords

  • Autonomous aerial vehicles
  • Channel estimation
  • Estimation error
  • imperfect channel state information
  • orthogonal time frequency space
  • Over-the-air computation
  • Precoding
  • robust precoding
  • Symbols
  • Time-frequency analysis
  • Wireless sensor networks

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