PSO
Module: opytimizer.optimizers.single_objective.swarm.pso
A PSO class, inherited from Optimizer.
This is the designed class to define PSO-related variables and methods.
References: J. Kennedy, R. C. Eberhart and Y. Shi. Swarm intelligence. Artificial Intelligence (2001).
Constructor
PSO(params: Optional[Dict[str, Any]] = None, **kwargs) -> None
Parameters
| Parameter | Type | Default | Description |
|---|---|---|---|
params | Optional[Dict[str, Any]] | None | — |
kwargs | — |
Methods
compile
compile(self, space: opytimizer.core.space._SingleObjectiveSpace) -> None
Compiles additional information that is used by this optimizer.
Parameters
| Parameter | Type | Default | Description |
|---|---|---|---|
space | opytimizer.core.space._SingleObjectiveSpace | A Space object containing meta-information. |
evaluate
evaluate(self, space: opytimizer.core.space._SingleObjectiveSpace, function: opytimizer.core.function.Function) -> None
Evaluates the search space according to the objective function.
Parameters
| Parameter | Type | Default | Description |
|---|---|---|---|
space | opytimizer.core.space._SingleObjectiveSpace | A Space object that will be evaluated. | |
function | opytimizer.core.function.Function | A Function object that will be used as the objective function. |
update
update(self, space: opytimizer.core.space._SingleObjectiveSpace) -> None
Wraps Particle Swarm Optimization over all agents and variables.
Parameters
| Parameter | Type | Default | Description |
|---|---|---|---|
space | opytimizer.core.space._SingleObjectiveSpace | Space containing agents and update-related information. |