Degree of population diversity - a perspective on premature convergence in genetic algorithms and its Markov chain analysis.
Yee LeungYong GaoZongben XuPublished in: IEEE Trans. Neural Networks (1997)
Keyphrases
- markov chain
- population diversity
- premature convergence
- evolutionary algorithm
- mutation operator
- genetic algorithm
- differential evolution
- genetic algorithm ga
- particle swarm optimization
- convergence speed
- crossover operator
- hybrid algorithm
- particle swarm
- search capabilities
- evolutionary strategy
- simulated annealing
- global search
- function optimization
- multi objective
- search efficiency
- crossover and mutation
- pso algorithm
- multi objective optimization
- state space
- evolutionary computation
- population size
- solution quality
- optimization algorithm
- convergence rate
- particle swarm optimisation
- monte carlo method
- genetic programming
- fuzzy logic
- search engine
- optimization methods
- optimization method
- search space
- reinforcement learning