Delivering Ultra-Reliable Low-Latency Communications via Statistical Radio Maps

被引:4
|
作者
Kallehauge, Tobias [1 ]
Kalor, Anders E. [3 ]
Ramirez-Espinosa, Pablo [2 ]
Guillaud, Maxime [4 ]
Popovski, Petar [5 ]
机构
[1] Aalborg Univ, Connect Sect, Elect Syst, Aalborg, Denmark
[2] Univ Granada, Dept Signal Theory Networking & Commun, Granada, Spain
[3] Univ Hong Kong, Hong Kong, Peoples R China
[4] Vienna Univ Technol, Vienna, Austria
[5] Univ Bremen, Bremen, Germany
关键词
Wireless communication; Correlation; Uncertainty; Channel capacity; Ultra reliable low latency communication; Predictive models; Power system reliability;
D O I
10.1109/MWC.002.2200372
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
High reliability guarantees for Ultra-Reliable Low-Latency Communications (URLLC) require accurate knowledge of channel statistics used as an input for rate selection. Exploiting the spatial consistency of channel statistics arises as a promising solution, allowing a base station to predict the propagation conditions and select the communication parameters for a new user from samples collected from previous users of the network. Based on this idea, this article provides a timely framework to exploit long-range channel spatial correlation through so-called statistical radio maps, enabling URLLC communications with given statistical guarantees. The framework is exemplified by predicting the channel capacity distribution both in a location-based radio map and in a latent space rendered by a channel chart, the latter being a localization-free approach based on channel state information. It is also shown how to use the maps to select the transmission rate in a new location that achieves a target level of reliability. Lastly, several future directions and research challenges are also discussed.
引用
收藏
页码:14 / 20
页数:7
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