Nature

Adaptive distributed stochastic deep reinforcement learning control for voltage and frequency restoration in islanded AC microgrids with communication noise and delay

This paper proposes an adaptive secondary control strategy for islanded AC microgrids (MGs) using Distributed Stochastic Deep Reinforcement Learning (DSDRL), targeting reliable frequency and voltage ...
Nature

Improving frequency stability in grid-forming inverters with adaptive model predictive control and novel COA-jDE optimized reinforcement learning

The increasing integration of inverter-interfaced renewable energy sources (IIRES) has fundamentally changed the dynamics of current power systems, resulting in a significant decrease in grid inertia, ...