Perimeter Control Using Deep Reinforcement Learning: A Model-free Approach towards Homogeneous Flow Rate Optimization.
Xiaocan LiRay Coden MercuriusAyal TaitlerXiaoyu WangMohammad NoaeenScott SannerBaher AbdulhaiPublished in: CoRR (2023)
Keyphrases
- model free
- reinforcement learning
- impedance control
- reinforcement learning algorithms
- flow rate
- function approximation
- temporal difference
- state space
- input parameters
- optimal control
- policy iteration
- control strategy
- control system
- action selection
- water distribution
- policy evaluation
- markov decision processes
- learning algorithm
- control method
- neural network
- numerical simulations
- function approximators
- fluid flow
- learning problems
- machine learning