Particle Swarm Optimization

URI: https://gptkb.org/entity/Particle_Swarm_Optimization
GPTKB entity
Statements (54)
Predicate Object
gptkbp:instanceOf mathematical optimization
metaheuristic
gptkbp:benchmarkProblem gptkb:Ackley_function
gptkb:Rastrigin_function
gptkb:Rosenbrock_function
gptkb:Sphere_function
gptkbp:category computational intelligence
swarm intelligence
nature-inspired algorithm
gptkbp:citation gptkb:IEEE_Transactions_on_Evolutionary_Computation
gptkbp:component position
velocity
particles
fitness function
gptkbp:developedBy gptkb:James_Kennedy
gptkb:Russ_Eberhart
https://www.w3.org/2000/01/rdf-schema#label Particle Swarm Optimization
gptkbp:influencedBy global best position
personal best position
gptkbp:inspiredBy social behavior of birds
social behavior of fish
gptkbp:introducedIn 1995
gptkbp:openSource gptkb:PSO_in_MATLAB
gptkb:PySwarms
PSO in SciPy
gptkbp:parameter maximum velocity
cognitive coefficient
inertia weight
social coefficient
swarm size
gptkbp:relatedTo differential evolution
genetic algorithm
ant colony optimization
gptkbp:searchSpace continuous
discrete
gptkbp:supportsAlgorithm stochastic
population-based
gptkbp:updateRule position update
velocity update
gptkbp:usedFor gptkb:machine_learning
global optimization
neural network training
engineering design
function optimization
gptkbp:variant gptkb:binary_PSO
constriction factor PSO
hybrid PSO
multi-objective PSO
gptkbp:bfsParent gptkb:Cloud_Distributed_Workflow_Scheduler
gptkb:PSOM-XL
gptkb:Swarm_Intelligence
gptkb:PSO
gptkb:Genetic_Algorithm
gptkbp:bfsLayer 7