Using Reinforcement Learning for Demand Response of Domestic Hot Water Buffers: a Real-Life Demonstration.
Oscar De SomerAna SoaresTristan KuijpersKoen VossenKoen VanthournoutFred SpiessensPublished in: CoRR (2017)
Keyphrases
- real life
- reinforcement learning
- function approximation
- reinforcement learning algorithms
- state space
- united states
- robotic control
- demand forecasting
- policy search
- temporal difference
- application domains
- machine learning
- temporal difference learning
- optimal control
- optimal policy
- learning process
- real world
- multi agent
- water resources
- water quality
- supervised learning
- action selection
- model free
- learning classifier systems
- markov decision processes
- transfer learning
- function approximators
- markov chain
- production system
- reinforcement learning methods
- multi agent reinforcement learning
- learning algorithm
- genetic algorithm