arxivcs.NI2026-07-20
Self-Directed Spectrum Allocation Framework for Integrated TN-NTN 6G Networks
This paper proposes a self-adaptive channel assignment framework based on Q-learning, where agents learn optimal policies by observing network load, interference conditions, and temporal traffic dynamics within a Markov decision process (MDP). A multi-objective reward function is…