A Comparison of Model-Based and Model-Free Offline Reinforcement Learning Methods for Electric Vehicle Smart Charging Optimization

Computer Science

• Reinforcement Learning 100%
• Predictive Model 75%
• Can Controller 25%
• Constraint Satisfaction Problems 25%
• Dynamic Interaction 25%
• Integrating Data 25%
• Deep Reinforcement Learning 25%
• Optimization Policy 25%
• Model-Based Reinforcement Learning 25%
• System Dynamics 25%

Engineering

• Electric Vehicle 100%
• Reinforcement Learning 100%
• Peak Power 16%
• Systems Dynamics 16%
• Constrains 16%
• Adaptability 16%
• Real System 16%
• Solar Energy 16%
• Operational Scenario 16%
• Nonlinearity 16%
• Proximal Policy Optimization 16%

Chemical Engineering

• Model Predictive Controller 50%