Differential evolution based on strategy adaptation and deep reinforcement learning for multimodal optimization problems.
Zuowen LiaoQishuo PangQiong GuPublished in: Swarm Evol. Comput. (2024)
Keyphrases
- differential evolution
- evolutionary algorithm
- optimization problems
- reinforcement learning
- evolutionary strategy
- convergence speed
- differential evolution algorithm
- constrained optimization problems
- mutation operator
- multi objective
- test functions
- optimization method
- particle swarm optimization
- optimization algorithm
- multi objective optimization
- nsga ii
- evolutionary computation
- genetic programming
- particle swarm optimization pso
- multi objective optimization problems
- genetic algorithm
- evolution strategy
- hybrid algorithm
- fitness function
- metaheuristic
- premature convergence
- numerical optimization problems
- global optimization problems
- cost function
- learning algorithm
- simulated annealing
- evolutionary programming
- traveling salesman problem
- initial population
- state space
- particle swarm
- test problems
- parameter optimization
- dynamic programming
- function optimization
- direct search
- combinatorial optimization
- constrained optimization
- numerical optimization
- harmony search
- neural network
- mixed strategy
- biogeography based optimization