Using reinforcement learning for demand response of domestic hot water buffers: A real-life demonstration.
Oscar De SomerAna SoaresKoen VanthournoutFred SpiessensTristan KuijpersKoen VossenPublished in: ISGT Europe (2017)
Keyphrases
- real life
- reinforcement learning
- function approximation
- state space
- reinforcement learning algorithms
- optimal policy
- application domains
- machine learning
- demand forecasting
- united states
- markov decision processes
- production system
- robotic control
- learning algorithm
- temporal difference learning
- water resources
- robot programming
- water level
- hot topics
- model free
- water quality
- inventory control
- inventory systems
- markov decision process
- stochastic approximation
- data sets
- multi agent reinforcement learning
- learning classifier systems
- learning problems
- learning process
- optimal solution
- meteorological data
- water distribution