Signal quality detection in mobile network based on synthetic vehicle location data generation using generative adversial neural networks

• Published in: 2024 International Wireless Communications and Mobile Computing (IWCMC) pp. 0025 - 0030
• Main Authors: Kassan, Sara, Mnakri, Bechir, Nagellen, Thierry, Guyard, Frederic, Tosic, Tamara
• Format: Conference Proceeding
• Language: English
• Published: IEEE 27.05.2024
• Subjects: Adaptation models; Data models; Data privacy; GANs models; Generative adversarial networks; mode specific normalization; OverPy tool; privacy preservation; Quality of service; Signal map; SNR; Solid modeling; traffic mobility data; Training

Connected and autonomous vehicles can be highly affected by sudden changes in the provided mobile network coverage. Driving safety increases with a high Signal-to-Noise Ratio (SNR) that enhances the Quality of Service (QoS). Therefore, monitoring the QoS for geolocated vehicular mobility from mobile...