contested-logistics

A distributed, battery-free, supercapacitor-buffered sustainment system that produces mission-critical power, purified water, cooling, hydrogen, and oxygen at the point of need when conventional logistics are degraded, disrupted, or denied.

Soft Actor-Critic Robust Evolutionary Deep reinforcement learning for contested logistics routing. The code and experimental record of an MSc thesis by Kilian Xhen Schwarz, Imperial College London, 2026.