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Evaluating cellular systems, from 5G New Radio (NR) and 5G-Advanced to 6G, is challenging because the performance emerges from the tight coupling of propagation, beam management, scheduling, and higher-layer interactions. System-level…

Networking and Internet Architecture · Computer Science 2025-08-07 Tanguy Ropitault , Matteo Bordin , Paolo Testolina , Michele Polese , Pedram Johari , Nada Golmie , Tommaso Melodia

5G New Radio (NR) is a key enabler of accurate positioning in smart cities and smart factories. This paper presents the experimental results from three 5G positioning testbeds running open-source OpenAirInterface (OAI) gNB and Core Network…

Networking and Internet Architecture · Computer Science 2025-08-28 Mohsen Ahadi , Adeel Malik , Omid Esrafilian , Florian Kaltenberger , Cedric Thienot

Embodying the principle of simulation intelligence, digital twin (DT) systems construct and maintain a high-fidelity virtual model of a physical system. This paper focuses on ray tracing (RT), which is widely seen as an enabling technology…

Signal Processing · Electrical Eng. & Systems 2024-05-16 Clement Ruah , Osvaldo Simeone , Jakob Hoydis , Bashir Al-Hashimi

The increasing complexity of 6G systems demands innovative tools for network management, simulation, and optimization. This work introduces the integration of ns-3 with Sionna RT, establishing the foundation for the first open source…

Networking and Internet Architecture · Computer Science 2026-02-03 Roberto Pegurri , Francesco Linsalata , Eugenio Moro , Jakob Hoydis , Umberto Spagnolini

This paper investigates narrow-beam channel characterization and performance evaluation for 5G for railway (5G-R) systems based on ray-tracing (RT) simulation. Three representative high-speed railway (HSR) scenarios including viaduct,…

Signal Processing · Electrical Eng. & Systems 2025-12-03 Tao Zhou , Liying Geng , Kaifeng Bao , Tianyun Feng , Liu Liu , Bo Ai

Sionna is a GPU-accelerated open-source library for link-level simulations based on TensorFlow. Since release v0.14 it integrates a differentiable ray tracer (RT) for the simulation of radio wave propagation. This unique feature allows for…

This paper presents an innovative method that can be used to produce deterministic channel models for 5G industrial internet-of-things (IIoT) scenarios. Ray-tracing (RT) channel emulation can capture many of the specific properties of a…

Signal Processing · Electrical Eng. & Systems 2023-09-13 Gurjot Singh Bhatia , Yoann Corre , Marco Di Renzo

Recent research shows that integrating artificial intelligence (AI) into wireless communication systems can significantly improve spectral efficiency. However, most AI-based receiver studies rely on simulated radio channel data for both…

Signal Processing · Electrical Eng. & Systems 2025-02-05 Riku Luostari , Dani Korpi , Mikko Honkala , Janne M. J. Huttunen

This study presents an end-to-end wireless digital twin platform constructed using open-source software and open data to enhance the evaluation of mobile communication systems. The proposed open wireless digital twin (OWDT) integrates…

Networking and Internet Architecture · Computer Science 2025-10-17 Tetsuya Iye , Masaya Sakamoto , Shohei Takaya , Eisaku Sato , Yuki Susukida , Yu Nagaoka , Kazuki Maruta , Jin Nakazato

Communication-aware robot planning requires accurate predictions of wireless network performance. Current approaches rely on channel-level metrics such as received signal strength and signal-to-noise ratio, assuming these translate reliably…

Networking and Internet Architecture · Computer Science 2026-03-11 Nils Jörgensen

Cellular-connected unmanned aerial vehicles (UAVs) in 5G NR networks experience propagation and interference conditions that vary significantly with altitude and differ substantially from those experienced by terrestrial users. This is…

Networking and Internet Architecture · Computer Science 2026-05-26 Md Sharif Hossen , Vijay K. Shah , Ismail Guvenc

We study the realism of Sionna v1.0.2 ray-tracing for outdoor cellular links in central Rome. We use a real measurement set of 1,664 user-equipments (UEs) and six nominal base-station (BS) sites. Using these fixed positions we…

Networking and Internet Architecture · Computer Science 2025-07-29 Armen Manukyan , Hrant Khachatrian , Edvard Ghukasyan , Theofanis P. Raptis

Accurate positioning is a key enabler for emerging 5G applications. While the standardized Location Management Function (LMF) operates centrally within the core network, its scalability and latency limitations hinder low-latency and…

Networking and Internet Architecture · Computer Science 2025-11-18 Alberto Ceresoli , Viola Bernazzoli , Roberto Pegurri , Ilario Filippini

Terahertz (THz) wireless communication has emerged as a promising solution for future data center interconnects; however, accurate channel characterization and system-level performance evaluation in complex indoor environments remain…

Information Theory · Computer Science 2026-03-26 Mingjie Zhu , Yejian Lyu , Ziming Yu , Chong Han

The fourth-generation Wireless Technology (4G) has been adopted by all major operators in the world and has already ruled the cellular landscape for around a decade. A lot of researches and new technologies are being considered as potential…

Signal Processing · Electrical Eng. & Systems 2021-01-13 Qiuheng Zhou , Wei Jiang

New-generation communication and sensing systems are gaining strong interest in the context of Industry 4.0 e.g., related to mapping techniques, environmental sensing, automation or hyper-vision. The radio propagation in confined, cluttered…

Signal Processing · Electrical Eng. & Systems 2024-04-17 Grégory Gougeon , Frédéric Munoz , Yoann Corre , Raffaele D'Errico

The fifth-generation new radio (5G NR) technology is expected to provide precise and reliable positioning capabilities along with high data rates. The Third Generation Partnership Project (3GPP) has started introducing positioning…

Information Theory · Computer Science 2024-12-04 Rakesh Mundlamuri , Rajeev Gangula , Florian Kaltenberger , Raymond Knopp

In this paper, we consider the importance of channel measurement data from specific sites and its impact on air interface optimization and test. Currently, a range of statistical channel models including 3GPP 38.901 tapped delay line (TDL),…

Signal Processing · Electrical Eng. & Systems 2024-10-28 Johnathan Corgan , Nitin Nair , Rajib Bhattacharjea , Wan Liu , Serhat Tadik , Tom Tsou , Timothy J. O'Shea

5th Generation Mobile Network Systems(5G systems) operating in milli-meter Wave (mmW) bands will employ base stations with integrated Active Antenna Systems (AASs) capable of beam-tracking using narrow beams obtained from array antennas…

Signal Processing · Electrical Eng. & Systems 2018-04-04 Jonas Fridén , Aidin Razavi , Anders Stjernman

Ray-tracing (RT) simulators are essential for wireless digital twins, enabling accurate site-specific radio channel prediction for next-generation wireless systems. Yet, RT simulation accuracy is often limited by insufficient measurement…

Signal Processing · Electrical Eng. & Systems 2026-02-02 Mingjun Ying , Dipankar Shakya , Peijie Ma , Guanyue Qian , Theodore S. Rappaport
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