Integrating Reinforcement Learning and Optimization Task: Evaluating an Agent to Dynamically Select PSO Communication Topology.
Rodrigo Cesar LiraMariana MacedoHugo Valadares SiqueiraCarmelo J. A. Bastos FilhoPublished in: ICSI (2) (2023)
Keyphrases
- dynamically select
- reinforcement learning
- optimization algorithm
- multi agent
- particle swarm optimization pso
- global optimization
- particle swarm
- action selection
- agent systems
- multi agent systems
- particle swarm optimization
- intelligent agents
- agent communication
- learning agent
- particle swarm optimization algorithm
- agent model
- communicating agents
- multiagent systems
- optimization problems
- autonomous agents
- state abstraction
- differential evolution
- particle swarm optimisation
- reinforcement learning agents
- swarm intelligence
- agent technology
- particle swarm optimizer
- multi objective
- partially observable
- global search
- model free
- hybrid algorithm
- agent interactions
- hybrid optimization algorithm
- convergence speed
- learning capabilities
- action space
- exploration strategy
- agent receives
- fipa acl
- multiple agents
- genetic algorithm
- decision making
- evolutionary algorithm
- state space
- markov decision processes
- optimization method
- optimization methods
- reinforcement learning algorithms
- pso algorithm
- software agents
- mobile agents
- metaheuristic
- machine learning
- agent architecture
- evolution strategy
- learning algorithm