fr.iscpif.mgo

Evolution

trait Evolution extends Termination with Lambda with G with F with P with Archive with Breeding with Elitism

Trait evolution provide the feature to define an evolutionary algorithm

Self Type
Evolution
Linear Supertypes
elitism.Elitism, elitism.IndividualFilter, breed.Breeding, archive.Archive, archive.A, Lambda, termination.Termination, fitness.F, phenotype.P, genome.G, AnyRef, Any
Known Subclasses
AggregatedOptimisation, BehaviourSearch, CMAES, GAProblem, Griewangk, Himmelblau, Map, NSGAII, NoFitness, Problem, Profile, Rastrigin, RastriginVector, Rosenbrock, SMSEMOEA, Scaling, Sphere, ZDT4
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Inherited
  1. Evolution
  2. Elitism
  3. IndividualFilter
  4. Breeding
  5. Archive
  6. A
  7. Lambda
  8. Termination
  9. F
  10. P
  11. G
  12. AnyRef
  13. Any
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Visibility
  1. Public
  2. All

Type Members

  1. abstract type A

    Definition Classes
    Archive → A

  2. case class EvolutionState(population: Population[Evolution.G, Evolution.P, Evolution.F], archive: Evolution.A, generation: Int, terminationState: Evolution.STATE, terminated: Boolean) extends Product with Serializable

    Represent a state of the evolution algorithm

  3. abstract type F

    Definition Classes
    F

  4. abstract type G

    Definition Classes
    G

  5. abstract type P

    Definition Classes
    P

  6. abstract type STATE

    Type of the state maintained to study the evolution of the algorithm

    Type of the state maintained to study the evolution of the algorithm

    Definition Classes
    Termination

Abstract Value Members

  1. abstract def archive(a: A, oldIndividuals: Population[G, P, F], offspring: Population[G, P, F])(implicit rng: Random): A

    Definition Classes
    Archive

  2. abstract def breed(population: Population[G, P, F], a: A, size: Int)(implicit rng: Random): Seq[G]

    Definition Classes
    Breeding

  3. abstract def computeElitism(oldGeneration: Population[G, P, F], offspring: Population[G, P, F], archive: A)(implicit rng: Random): Population[G, P, F]

    Definition Classes
    Elitism

  4. abstract def initialArchive(implicit rng: Random): A

    Definition Classes
    Archive

  5. abstract def initialState: STATE

    Compute the initial state

    Compute the initial state

    returns

    the initial state

    Definition Classes
    Termination

  6. abstract def lambda: Int

    the size of the offspring

    the size of the offspring

    Definition Classes
    Lambda

  7. abstract def terminated(population: Population[G, P, F], terminationState: STATE)(implicit rng: Random): (Boolean, STATE)

    Test if the algorithm has converged.

    Test if the algorithm has converged.

    population

    the current population

    terminationState

    the actual termination state

    returns

    a boolean which is equal to true if a terminal state has been detected and the new termination state

    Definition Classes
    Termination

Concrete Value Members

  1. final def !=(arg0: Any): Boolean

    Definition Classes
    AnyRef → Any

  2. final def ##(): Int

    Definition Classes
    AnyRef → Any

  3. final def ==(arg0: Any): Boolean

    Definition Classes
    AnyRef → Any

  4. final def asInstanceOf[T0]: T0

    Definition Classes
    Any

  5. def buildRNG(seed: Long): Random

  6. def clone(): AnyRef

    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  7. def elitism(oldGeneration: Population[G, P, F], offspring: Population[G, P, F], archive: A)(implicit rng: Random): Population[G, P, F]

    Definition Classes
    Elitism

  8. final def eq(arg0: AnyRef): Boolean

    Definition Classes
    AnyRef

  9. def equals(arg0: Any): Boolean

    Definition Classes
    AnyRef → Any

  10. def evolve(expression: (G, Random) ⇒ P, evaluation: (P, Random) ⇒ F)(implicit prng: Random): Iterator[EvolutionState]

    Run the evolutionary algorithm

    Run the evolutionary algorithm

    expression

    the genome expression

    evaluation

    the fitness evaluator

    returns

    an iterator over the states of the evolution

  11. def evolve(population: Population[G, P, F], a: A, expression: (G, Random) ⇒ P, evaluation: (P, Random) ⇒ F)(implicit rng: Random): Iterator[EvolutionState]

    Run the evolutionary algorithm

    Run the evolutionary algorithm

    population

    the initial individuals

    expression

    the genome expression

    evaluation

    the fitness evaluator

    returns

    an iterator over the states of the evolution

  12. def filter(population: Population[G, P, F]): Population[G, P, F]

    Filter the individuals

    Filter the individuals

    population

    the set of evaluated individuals

    returns

    the filtrated individuals

    Definition Classes
    IndividualFilter

  13. def finalize(): Unit

    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )

  14. def genomesEqualOn(g: G): Any

    Definition Classes
    G

  15. final def getClass(): Class[_]

    Definition Classes
    AnyRef → Any

  16. def hashCode(): Int

    Definition Classes
    AnyRef → Any

  17. final def isInstanceOf[T0]: Boolean

    Definition Classes
    Any

  18. final def ne(arg0: AnyRef): Boolean

    Definition Classes
    AnyRef

  19. final def notify(): Unit

    Definition Classes
    AnyRef

  20. final def notifyAll(): Unit

    Definition Classes
    AnyRef

  21. def step(population: Population[G, P, F], archive: A, expression: (G, Random) ⇒ P, evaluation: (P, Random) ⇒ F)(implicit rng: Random): (Population[G, P, F], A)

    Evolve one step

    Evolve one step

    population

    the current population

    archive

    the current archive

    expression

    expression of the genome

    evaluation

    the fitness evaluator

    returns

    a new population of evaluated solutions

  22. final def synchronized[T0](arg0: ⇒ T0): T0

    Definition Classes
    AnyRef

  23. def toString(): String

    Definition Classes
    AnyRef → Any

  24. final def wait(): Unit

    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  25. final def wait(arg0: Long, arg1: Int): Unit

    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  26. final def wait(arg0: Long): Unit

    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

Inherited from elitism.Elitism

Inherited from elitism.IndividualFilter

Inherited from breed.Breeding

Inherited from archive.Archive

Inherited from archive.A

Inherited from Lambda

Inherited from termination.Termination

Inherited from fitness.F

Inherited from phenotype.P

Inherited from genome.G

Inherited from AnyRef

Inherited from Any

Ungrouped