Dynamic-Persistent CSMA: A Reinforcement Learning Approach for Multi-User Channel Access

Keyphrases

• Channel Access 100%
• Carrier Sense multiple Access 100%
• Reinforcement Learning Algorithm 100%
• Multiuser Channels 100%
• Multiple Access Techniques 28%
• Multiple Access Protocol 28%
• P-persistent 28%
• Deep Reinforcement Learning Algorithm 28%
• Number of Users 14%
• Single Channel 14%
• Wireless Networks 14%
• Environmental Change 14%
• Non-persistent 14%
• Dynamic Solution 14%
• Conventional Techniques 14%
• Waiting Time 14%
• Multiple Users 14%
• Dynamically Adjust 14%
• Contention Window 14%
• Decision-making Process 14%
• Varying Length 14%
• Waiting Period 14%
• Hyperparameters 14%
• Dynamic History 14%
• Long Short-term Memory Model 14%
• Static Parameters 14%
• Shared Media 14%
• Action History 14%
• Probability Factor 14%
• Action Sequences 14%
• Flexible Solution 14%
• Skill-based 14%

Computer Science

• Learning Approach 100%
• Channel Access 100%
• Multiple Access 100%
• Reinforcement Learning 100%
• Persistence 100%
• Deep Reinforcement Learning 28%
• Decision-Making 14%
• Contention Window 14%
• Variable Length 14%
• Action Sequence 14%
• Memory Model 14%
• Long Short-Term Memory Network 14%
• Leaning Parameter 14%
• Wireless Network 14%
• Probability 14%