Deep Reinforcement Learning for Dynamic Algorithm Selection: A Proof-of-Principle Study on Differential Evolution.
Hongshu GuoYining MaZeyuan MaJiacheng ChenXinglin ZhangZhiguang CaoJun ZhangYue-Jiao GongPublished in: CoRR (2024)
Keyphrases
- differential evolution
- optimization algorithm
- learning algorithm
- differential evolution algorithm
- reinforcement learning
- particle swarm optimization
- global optimization problems
- evolutionary algorithm
- dynamic programming
- genetic algorithm
- hybrid algorithm
- optimization method
- convergence speed
- function optimization problems
- test problems
- evolutionary strategy
- multi objective optimization problems
- benchmark problems
- search space
- particle swarm optimization algorithm
- expectation maximization
- ant colony algorithm
- evolution strategy
- particle swarm
- premature convergence
- genetic programming
- optimization problems
- test functions
- artificial bee colony
- constrained optimization problems
- state space
- optimal solution