Agent-Based Simulations for Coverage Extensions in 5G Networks and Beyond

Chaima Ghribi, Elie Cali, Christian Hirsch, Benedikt Jahnel

OnderzoeksoutputAcademicpeer review

3 Citaten (Scopus)
27 Downloads (Pure)

Samenvatting

Device-to-device (D2D) communications is one of the key emerging technologies for the fifth generation (5G) networks and beyond. It enables direct communication between mobile users and thereby extends coverage for devices lacking direct access to the cellular infrastructure and hence enhances network capacity. D2D networks are complex, highly dynamic and will be strongly augmented by intelligence for decision making at both the edge and core of the network, which makes them particularly difficult to predict and analyze. Conventionally, D2D systems are evaluated, investigated and analyzed using analytical and probabilistic models (e.g., from stochastic geometry). However, applying classical simulation and analytical tools to such a complex system is often hard to track and inaccurate. In this paper, we present a modeling and simulation framework from the perspective of complex-systems science and exhibit an agent-based model for the simulation of D2D coverage extensions. We also present a theoretical study to benchmark our proposed approach for a basic scenario that is less complicated to model mathematically. Our simulation results show that we are indeed able to predict coverage extensions for multi-hop scenarios and quantify the effects of street-system characteristics and pedestrian mobility on the connection time of devices to the base station (BS). To our knowledge, this is the first study that applies agent-based simulations for coverage extensions in D2D.

Originele taal-2English
TitelProceedings of the 25th Conference on Innovation in Clouds, Internet and Networks, ICIN 2022
RedacteurenMohamed Faten Zhani, Noura Limam, Piotr Borylo, Amina Boubendir, Carlos Raniery P. dos Santos
UitgeverijInstitute of Electrical and Electronics Engineers Inc.
Pagina's1-8
Aantal pagina's8
ISBN van elektronische versie9781728186887
DOI's
StatusPublished - 20-apr.-2022
Evenement25th Conference on Innovation in Clouds, Internet and Networks, ICIN 2022 - Virtual, Paris, France
Duur: 7-mrt.-202210-mrt.-2022

Publicatie series

NaamProceedings of the 25th Conference on Innovation in Clouds, Internet and Networks, ICIN 2022

Conference

Conference25th Conference on Innovation in Clouds, Internet and Networks, ICIN 2022
Land/RegioFrance
StadVirtual, Paris
Periode07/03/202210/03/2022

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