Data centre HVAC control harnessing flexibility potential via real-time pricing cost optimisation using reinforcement learning

Keyphrases

• Cost Optimization 100%
• Electricity Price 100%
• Flexibility Potential 100%
• Reinforcement Learning 100%
• Real-time Pricing 100%
• HVAC Control 100%
• Reinforcement Learning Approach 100%
• Cost Savings 50%
• Heating Ventilation 50%
• Control Method 50%
• Internet of Things 50%
• Feedforward Network 50%
• Cost Reduction 50%
• Energy Management 50%
• Air Conditioning 50%
• Operating Range 50%
• Economic Motivation 50%
• Neural Network Architecture 50%
• Building Solution 50%
• Energy Management System 50%
• Price Data 50%
• Load Shifting 50%
• Temperature Signal 50%
• Price Signals 50%
• Hidden States 50%
• Recurrent Neural Network 50%
• Spot Market Price 50%
• Temporal Dependence 50%
• Dynamic Pricing 50%
• Smart Buildings 50%
• Agent Decision 50%
• Proportional Integral Controller 50%
• Proportional-derivative Controller 50%
• Model-based Reinforcement Learning 50%
• Soft Actor-critic Algorithm 50%

Engineering

• Real-Time Pricing 100%
• Reinforcement Learning 100%
• Electricity Price 66%
• Learning Approach 66%
• Feedforward 33%
• Operating Range 33%
• End-Users 33%
• Load Shifting 33%
• Simulated Data 33%
• Air Conditioning System 33%
• Price Signal 33%
• Spot Market 33%
• Intelligent Buildings 33%
• Integral Controller 33%
• Dynamic Pricing 33%
• Derivative Controller 33%
• Neural Network Architecture 33%
• Proportional Controller 33%
• Energy Management System 33%
• Energy Engineering 33%
• Energy Management 33%
• Internet of Things 33%
• Cost Reduction 33%
• Market Price 33%
• Recurrent Neural Network 33%

Chemical Engineering

• Reinforcement Learning 100%
• Recurrent Neural Network 33%