Shallow Reinforcement Learning for Energy Harvesting Communications with Imperfect Channel Knowledge

Keyphrases

• Structural Properties 100%
• Reinforcement Learning 100%
• Power Allocation 100%
• Allocation Policy 100%
• Imperfect Channel Knowledge 100%
• Energy Harvesting Communications 100%
• Shallow Reinforcement 100%
• Shallow Architecture 100%
• Deep Neural Network 66%
• Value Function 33%
• Allocation Problem 33%
• Reinforcement Learning Algorithm 33%
• Achievable Rate 33%
• Computational Load 33%
• Deep Reinforcement Learning (deep RL) 33%
• Policy Function 33%
• Generalized mutual Information 33%
• Imperfect Channel State Information 33%
• Learning Architecture 33%
• Desired Power 33%
• Deterministic Policy Gradient 33%
• Partial Monotonicity 33%
• Optimal Power Allocation 33%
• Reinforcement Learning Applications 33%
• Policy Gradient Methods 33%
• Low-power Devices 33%

Computer Science

• Structural Property 100%
• Channel Knowledge 100%
• Reinforcement Learning 100%
• Allocation Policy 100%
• Power Allocation 100%
• Deep Neural Network 66%
• Channel State Information 33%
• Mutual Information 33%
• Allocation Problem 33%
• Achievable Rate 33%
• Computational Load 33%
• Learning Approach 33%
• Optimal Power Allocation 33%
• Gradient Method 33%
• Deep Reinforcement Learning 33%