Risk-Aware Task Allocation for LEO Satellite Constellations Using Deep Reinforcement Learning, Fuzzy Inference, and K-Means Clustering
The explosive expansion of Low Earth Orbit (LEO) satellite mega-constellations presents critical challenges in operational risk management, real-time task allocation, and dynamic resource management due to their inherent time-varying topology and systemic uncertainties. To overcome the limitations of traditional optimi...