Population initialization techniques for evolutionary algorithms for single-objective constrained optimization problems: Deterministic vs. stochastic techniques.
Alaa TharwatWolfram SchenckPublished in: Swarm Evol. Comput. (2021)
Keyphrases
- constrained optimization problems
- evolutionary algorithm
- evolution process
- optimization problems
- differential evolution
- stochastic optimization problems
- mutation operator
- population diversity
- constraint handling
- initial population
- multi objective
- fitness function
- stochastic methods
- crossover operator
- evolutionary computation
- evolutionary process
- augmented lagrangian
- evolutionary strategy
- fitness landscape
- simulated annealing
- optimization methods
- multi objective optimization
- genetic algorithm
- equality constraints
- differential evolution algorithm
- evolution strategy
- genetic programming
- island model
- constrained optimization
- penalty function
- premature convergence
- estimation of distribution algorithms
- optimization method
- convergence speed
- nsga ii
- particle swarm
- k means
- neural network
- nonlinear programming
- knapsack problem
- test functions
- metaheuristic
- optimization algorithm