Rule-based Policy Regularization for Reinforcement Learning-based Building Control.
Hsin-Yu LiuBharathan BalajiRajesh GuptaDezhi HongPublished in: e-Energy (2023)
Keyphrases
- reinforcement learning
- control policy
- optimal policy
- action selection
- control problems
- control policies
- optimal control
- control system
- policy search
- robot control
- partially observable
- robotic control
- markov decision process
- markov decision processes
- approximate dynamic programming
- adaptive control
- state space
- data driven
- stochastic control
- actor critic
- policy gradient
- average reward
- state dependent
- dynamic programming
- prior information
- learning algorithm
- function approximation
- control strategies
- expert systems
- control method
- behavioural cloning
- continuous state spaces
- action space
- partially observable markov decision processes
- rule base
- infinite horizon