Sensitivity of reinforcement learning agents to aggregated sensor data in congested traffic networks

Keyphrases

• Agent Performance 50%
• Aggregation Level 50%
• Congested Traffic 100%
• Cycle-free 50%
• Imperfect Information 100%
• Loop Detector Data 50%
• Making Decisions 50%
• Optimal Operation 50%
• Oversaturated Condition 50%
• Real-world Application 50%
• Reinforcement Learning 50%
• Reinforcement Learning Agent 100%
• Sensor Data 100%
• Signal Timing 50%
• Traffic Environment 50%
• Traffic Network 100%
• Transportation Network 50%

Computer Science

• Aggregation Level 50%
• Case Study 50%
• Learning Agent 100%
• Received Information 50%
• Reinforcement Learning 100%
• Traffic Environment 50%
• Traffic Network 100%
• Transportation Network 50%
• World Application 50%

Engineering

• Aggregation Level 50%
• Imperfect Information 100%
• Real World Application 50%
• Reinforcement Learning 100%
• Sensor Data 100%