Accelerating Ray Tracing-Based Wireless Channels Generation for Real-Time Network Digital Twins

Ray tracing (RT) simulation is a widely used approach to enable modeling wireless channels in applications such as network digital twins. However, the computational cost to execute RT is proportional to factors such as the level of detail used in the adopted 3D scenario. This work proposes RT pre-processing algorithms that aim at simplifying the 3D scene without distorting the channel, by reducing the scenario area and/or simplifying object shapes in the scenario. It also proposes a post-processing method that augments a set of RT results to achieve an improved time resolution. These methods enable using RT in applications that use a detailed and photorealistic 3D scenario while generating consistent wireless channels over time. Our simulation results with different urban scenarios scales, in terms of area and object details, demonstrate that it is possible to reduce the simulation time by more than 50 accuracy of the multipath RT parameters, such as angles of arrival and departure, delay, phase, and path gain.

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Publication Details

Journal
IEEE Open Journal of the Communications Society
Published
2025-01-01
DOI
https://doi.org/10.1109/ojcoms.2025.3583202
Citations
2
Primary Topic
Telecommunications and Broadcasting Technologies
Type
article
Field-Weighted Citation Impact
2.27
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article

Accelerating Ray Tracing-Based Wireless Channels Generation for Real-Time Network Digital Twins

André Mendes Cavalcante, Aldebaro Klautau, Pedro Batista, Cláudio Modesto et al.
2 citations
IEEE Open Journal of the Communications Society
Telecommunications and Broadcasting Technologies
2.27
article

Accelerating Ray Tracing-Based Wireless Channels Generation for Real-Time Network Digital Twins

André Mendes Cavalcante, Aldebaro Klautau, Pedro Batista, Cláudio Modesto, Lucas Mozart
article en
2 citations

Abstract

Ray tracing (RT) simulation is a widely used approach to enable modeling wireless channels in applications such as network digital twins. However, the computational cost to execute RT is proportional to factors such as the level of detail used in the adopted 3D scenario. This work proposes RT pre-processing algorithms that aim at simplifying the 3D scene without distorting the channel, by reducing the scenario area and/or simplifying object shapes in the scenario. It also proposes a post-processing method that augments a set of RT results to achieve an improved time resolution. These methods enable using RT in applications that use a detailed and photorealistic 3D scenario while generating consistent wireless channels over time. Our simulation results with different urban scenarios scales, in terms of area and object details, demonstrate that it is possible to reduce the simulation time by more than 50 accuracy of the multipath RT parameters, such as angles of arrival and departure, delay, phase, and path gain.

IEEE Open Journal of the Communications SocietyVol. 6
Ericsson (Sweden) (SE), Universidade Federal de Pernambuco (BR)
Affordable and clean energy
Openalex Percentile: Top 11%
Telecommunications and Broadcasting Technologies
2.27
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Accelerating Ray Tracing-Based Wireless Channels Generation for Real-Time Network Digital Twins — André Mendes Cavalcante, Aldebaro Klautau, et al. · IEEE Open Journal of the Communications Society (2025) | TGRS Research Map | TGRS