Research IdeaNov 27, 2025
AdaptiveGrid: Self-Evolving Microgrids with Test-Time Reinforcement Learning
A novel approach combining test-time reinforcement learning (TTRL) with microgrid energy management to create self-optimizing power systems. The system continuously learns from operational data without requiring explicit labels, enabling real-time adaptation to changing conditions while maintaining grid stability and optimizing energy usage patterns.
test-time-reinforcement-learningmicrogridsenergy-management