5G & 6G – Machine Learning and Positioning Systems

Stephan Geisler: Designing and training foundation models for positioning applications (FAU Erlangen-Nürnberg, 2024)

By mugga May 4, 20252024, 5G & 6G, Finished, Master Thesis

Foundation models (like OpenAI’s GPT-4/ChatGPT [1] or Meta’s Llama 2 [2]) have been a disruptive technology that within just few months has started to transform the modus operandi of several industries. There have…

Alexander Mattick: Beam Tracking as a Time-Varying Reinforcement Learning Problem

By mugga November 1, 20222023, 5G & 6G, Finished, Reinforcement Learning, Student Project

The envisioned transition to 5G and 6G technologies have started to transform the properties of established communication networks. In the core of this transformation lies the capability of Base Stations…

Abhinav Singh: Safe Imitation Learning for Beam Tracking

By mugga November 1, 20222022, 5G & 6G, Finished, Reinforcement Learning, Student Project

Multi-Agent Reinforcement Learning for the Coordination of Base Stations in 6G Networks

By mugga May 2, 20225G & 6G, Master Thesis, Open, Reinforcement Learning

6G technology is promising to fundamentally change how consumers and businesses communicate, based on its envisioned speed and flexibility. This flexibility stems from the complex interplay between large-scale ecosystems of…