A deep reinforcement learning system for the allocation of epidemic prevention materials based on DDPG.
Kotcharat KitchatMeng-Hong LinHao-Sheng ChenMin-Te SunKazuya SakaiWei-Shinn KuThattapon SurasakPublished in: Expert Syst. Appl. (2024)
Keyphrases
- reinforcement learning
- function approximation
- state space
- optimal allocation
- dynamic allocation
- allocation problems
- resource allocation
- learning process
- temporal difference learning
- reinforcement learning algorithms
- model free
- allocation strategy
- learning agents
- allocation scheme
- multi agent reinforcement learning
- policy search
- machine learning
- robotic control
- sir model
- public health
- learning problems
- markov decision processes
- transfer learning
- control policy
- deep learning
- partially observable
- learning capabilities
- reinforcement learning methods
- stochastic approximation
- learning materials
- materials science
- information systems
- learning algorithm
- neural network