From Specification to Topology: Automatic Power Converter Design via Reinforcement Learning

Keyphrases

• Reinforcement Learning 100%
• Power Converter Design 100%
• Power Converter 100%
• Space Exploration 66%
• Design Specification 66%
• Upper Confidence Bound 66%
• Topology Space 66%
• Computationally Efficient 33%
• Increased Demand 33%
• Circuit Design 33%
• Design Process 33%
• Electrical Devices 33%
• Optimization Strategy 33%
• Control Scheme 33%
• Tree-based 33%
• Design Evaluation 33%
• Design Procedure 33%
• Tree-based Methods 33%
• Evaluation Costs 33%
• Offline Data 33%
• Hybrid Circuits 33%
• Evaluation Strategy 33%
• Tidal Wave 33%
• Specific Power 33%
• Reward Signal 33%
• Circuit Topology 33%
• Circuit Evaluation 33%
• Target Voltage 33%
• Automatic Topology 33%
• Default Rules 33%
• Automatic Framework 33%
• Voltage Conversion Ratio 33%
• Custom Power 33%
• Ubiquitous Applications 33%
• Manual Design 33%
• Energy-efficient Circuits 33%
• Component-wise 33%
• Topology Optimization 33%

Computer Science

• Reinforcement Learning 100%
• Design Specification 66%
• Confidence Bound 66%
• Energy Efficient 33%
• Speed-up 33%
• Optimization Strategy 33%
• Design Procedure 33%
• Topology Optimization 33%
• Circuit Evaluation 33%
• Conversion Ratio 33%