Tunnel ventilation control via an actor-critic algorithm employing nonparametric policy gradients

Keyphrases

• Control Algorithm 100%
• Nonparametric 100%
• Ventilation Control 100%
• Tunnel Ventilation 100%
• Actor-critic Algorithm 100%
• Safe Driving 100%
• Policy Gradient 100%
• Energy Saving 50%
• Simulation Study 50%
• Power Consumption 50%
• Two-objective 50%
• Operation Algorithm 50%
• Learning Methodology 50%
• Pollutants 50%
• Driving Conditions 50%
• Control Purpose 50%
• Reinforcement Learning 50%
• Performance Index 50%
• Non-parametric Approach 50%
• Function Space 50%
• Actor-critic Architecture 50%
• Reinforcement Learning Algorithm 50%
• Concentration Index 50%
• Driving Environment 50%
• Tunnel Ventilation System 50%
• Jet Fan 50%
• Co-pollutants 50%
• Tunnel Systems 50%
• Reinforcement Learning Control 50%
• Visibility Index 50%
• Pollutant Concentration 50%
• Gradient Search 50%
• Existing Tunnel 50%

Engineering

• Reinforcement Learning 100%
• Control Algorithm 66%
• Energy Engineering 33%
• Energy Conservation 33%
• Electric Power Utilization 33%
• Real Data 33%
• Ventilation System 33%

Chemical Engineering

• Reinforcement Learning 100%