Guidelines for Action Space Definition in Reinforcement Learning-Based Traffic Signal Control Systems.
Maxime TrécaJulian GarbisoDominique BarthPublished in: ICAPS (2020)
Keyphrases
- action space
- reinforcement learning
- control system
- traffic signal
- control policies
- traffic signal control
- state space
- markov decision processes
- state and action spaces
- real valued
- continuous state
- action selection
- stochastic processes
- continuous state spaces
- function approximators
- traffic control
- function approximation
- state action
- single agent
- optimal policy
- real time
- objective function
- markov decision process
- traffic congestion
- dynamic programming
- control strategies
- control strategy
- markov chain
- traffic management
- cooperative
- dynamic environments
- random walk