Exploring Safe Reinforcement Learning Using Safety Shields Derived With System-Theoretic Process Analysis: A Case-Study on a Cruise Ship Hotel System

Keyphrases

• Reinforcement Learning 100%
• Cruise Ship 100%
• Hotels 100%
• Safe Reinforcement Learning 100%
• Safety Shield 100%
• System-theoretic Process Analysis 100%
• Heating Ventilation 66%
• Air Conditioning 66%
• Unsafe Behavior 66%
• Optimization System 33%
• Greenhouse Gasses Emission 33%
• Reduce Greenhouse Gas 33%
• Greenhouse Gas Emissions 33%
• Reinforcement Learning Agent 33%
• Energy Optimization 33%
• Energy Consumer 33%
• Learning Policy 33%
• Safety-critical Systems 33%
• Weather Conditions 33%
• Optimization Task 33%
• Ability to Learn 33%
• Method System 33%
• Significant Energy 33%
• Propulsion System 33%
• International Regulation 33%
• Passenger Behavior 33%
• Cruise Ship Industry 33%
• Changing Weather 33%
• Safety Violation 33%
• Hazard Analysis 33%
• Complex Optimization 33%

INIS

• ships 100%
• safety 100%
• learning 100%
• hotels 100%
• shields 100%
• energy 42%
• optimization 28%
• industry 28%
• heating 28%
• ventilation 28%
• air conditioning 28%
• demand 14%
• weather 14%
• testing 14%
• operation 14%
• policy 14%
• emission 14%
• greenhouse gases 14%
• increasing 14%
• hazards 14%
• trains 14%
• passengers 14%
• blocking 14%
• violations 14%
• international regulations 14%
• propulsion systems 14%

Engineering

• Reinforcement Learning 100%
• Hotels 100%
• Air Conditioning System 33%
• Propulsion System 16%
• Energy Consumer 16%
• Critical System 16%
• Greenhouse Gas 16%
• Legislation 16%