Large population sizes and crossover help in dynamic environments.
Johannes LenglerJonas MeierPublished in: Nat. Comput. (2024)
Keyphrases
- dynamic environments
- mutation operator
- genetic algorithm
- initial population
- autonomous agents
- evolutionary algorithm
- candidate solutions
- crossover and mutation
- genetic programming
- path planning
- crossover operator
- fitness function
- genetic algorithm ga
- evolution process
- population size
- mobile robot
- real environment
- mutation probability
- search space
- agent systems
- adaptive control
- mutation rate
- island model
- differential evolution
- collision avoidance
- evolutionary process
- selection strategy
- changing environment
- autonomous systems
- convergence rate
- population dynamics
- differential evolution algorithm
- single agent
- decision problems
- fitness landscape