IEEE

Adversarial Scenario Generation Integrated Distributionally Robust Deep Reinforcement Learning for Survival of Critical Loads

Abstract: Topology reconfiguration (TR) is an efficient resilient defense action to ensure the survival of critical loads (CLs) during sequential extreme events (SEEs). While deep reinforcement ...
IEEE

HGRL: Human-Driving-Data Guided Reinforcement Learning for Autonomous Driving

Abstract: Reinforcement learning (RL) shows promise for autonomous driving decision-making. However, designing appropriate reward functions to guide RL agents towards complex optimization objectives ...