Deep Reinforcement Learning for Simultaneous Sensing and Channel Access in Cognitive Networks

Keyphrases

• Channel Access 100%
• Secondary User 100%
• Deep Reinforcement Learning (deep RL) 100%
• Cognitive Networks 100%
• Simultaneous Sensing 100%
• Access Policy 80%
• Sensing Scheme 60%
• Double Deep Q-network 60%
• Sensing Algorithm 40%
• Access Algorithm 40%
• Dynamic Spectrum Access 40%
• Deep Q-learning 40%
• Markov Chain 20%
• Near-optimal Performance 20%
• Wireless Networks 20%
• Optimal Performance 20%
• Novel Algorithm 20%
• User Access 20%
• Traffic Pattern 20%
• Finite Memory 20%
• Channel Sensing 20%
• Partial Observation 20%
• Cognitive Radio Sensor Networks 20%
• Hopping Dynamics 20%
• Narrowband Sensing 20%
• Channel Hopping 20%
• User Sensing 20%
• Narrowband Transmission 20%
• Time-slotted 20%

Computer Science

• Channel Access 100%
• Secondary User 100%
• Deep Reinforcement Learning 100%
• Deep Q-Network 60%
• Optimal Performance 40%
• Dynamic Spectrum Access 40%
• Wireless Network 40%
• Traffic Pattern 20%
• Markov Chain 20%