Uncertainty-Driven Distributional Reinforcement Learning for Flight Control

Keyphrases

• Distributional Reinforcement Learning 100%
• Flight Control 100%
• Soft Actor-critic 100%
• Learning Efficiency 66%
• Aircraft Design 33%
• High-fidelity Model 33%
• Information Uncertainty 33%
• Aircraft Model 33%
• Reinforcement Learning 33%
• Decision-making Process 33%
• Tracking Task 33%
• Operating Conditions 33%
• Rapidly Evolving 33%
• New Complexes 33%
• Sampling Efficiency 33%
• Aviation Sector 33%
• Return Distribution 33%
• Flight Operations 33%
• Development Cost 33%
• Automatic Flight Control System 33%
• Promising Solutions 33%
• Safety Assurance 33%
• Fault Tolerance 33%
• Learning-based 33%
• Fixed-wing Aircraft 33%
• Adaptive Flight Control 33%
• Model-free Adaptive 33%
• Deep Reinforcement Learning (deep RL) 33%
• Systems-based 33%
• Flight Safety 33%
• Attitude Tracking 33%
• Flight Scenario 33%
• Flight Control System 33%
• Superior Performance 33%

Engineering

• Flight Control 100%
• Reinforcement Learning 100%
• Efficiency 75%
• Adaptability 50%
• Accident Prevention 50%
• Model 50%
• Algorithm 25%
• Fixed Wings 25%
• Aircraft Model 25%
• Development Cost 25%
• Accuracy 25%
• Aviation 25%
• Performance 25%
• Complex Aircraft 25%
• Design 25%
• Model Fidelity 25%
• Operational Condition 25%
• Fits and Tolerances 25%
• Flight Operation 25%

INIS

• control 100%
• learning 100%
• efficiency 60%
• safety 40%
• control systems 40%
• design 20%
• operation 20%
• tolerance 20%
• distribution 20%
• attitudes 20%
• information 20%
• nonlinear problems 20%
• fixed-wing aircraft 20%
• cost 20%
• performance 20%
• aircraft 20%
• solutions 20%
• algorithms 20%
• decision making 20%