Wireless Channel Dynamics and Robustness for Ultra-Reliable Low-Latency Communications

TL;DR

This paper models wireless channel dynamics using robust control principles to understand their impact on ultra-reliable low-latency communications, revealing non-bandlimited Rayleigh fading and emphasizing the need for combined spatial and temporal diversity techniques.

Contribution

It introduces a robust control-based modeling approach for wireless channels tailored to URLLC, highlighting new insights into channel predictability and diversity strategies.

Findings

Rayleigh fading processes are not bandlimited.

Spatial correlation yields near-independent fading distributions.

Both SNR and time margins are essential for robust URLLC.

Abstract

Interactive, immersive and critical applications demand ultra-reliable low-latency communication (URLLC). To build wireless communication systems that can support these applications, understanding the characteristics of the wireless medium is paramount. Although wireless channel characteristics and dynamics have been extensively studied, it is important to revisit these concepts in the context of the strict demands of low latency and ultra-reliability. In this paper, we bring a modeling approach from robust control to wireless communication -- the wireless channel characteristics are given a nominal model around which we allow for some quantified uncertainty. We propose certain key "directions" along which to bound model uncertainty that are relevant to URLLC. For the nominal model, we take an in-depth look at wireless channel characteristics such as spatial and temporal correlations based on Jakes' model. Contrary to what has been claimed in the literature, we find that standard Rayleigh fading processes are not bandlimited. This has significant implications on the predictability of channels. We also find that under reasonable conditions the spatial correlation of channels provide a fading distribution that is not too far off from an independent spatial fading model. Additionally, we look at the impact of these channel models on cooperative communication based systems. We find that while spatial-diversity-based techniques are necessary to combat the adverse effects of fading, time-diversity-based techniques are necessary to be robust against unmodeled errors. Robust URLLC systems need to operate with both an SNR margin and a time/repetition margin.