Serialized Form (org.uma.jmetal:jmetal-algorithm 5.0-Beta-33 API)

Package org.uma.jmetal.algorithm.multiobjective.abyss

Class org.uma.jmetal.algorithm.multiobjective.abyss.ABYSS extends AbstractScatterSearch<DoubleSolution,List<DoubleSolution>> implements Serializable

Serialized Fields

maxEvaluations
```
int maxEvaluations
```
problem
```
Problem<S extends Solution<?>> problem
```
referenceSet1Size
```
int referenceSet1Size
```
referenceSet2Size
```
int referenceSet2Size
```
referenceSet1
```
List<E> referenceSet1
```
referenceSet2
```
List<E> referenceSet2
```
archiveSize
```
int archiveSize
```
archive
```
Archive<S extends Solution<?>> archive
```

localSearch

LocalSearchOperator<Source extends Solution<?>> localSearch

crossover

CrossoverOperator<S extends Solution<?>> crossover

evaluations
```
int evaluations
```
randomGenerator
```
JMetalRandom randomGenerator
```
numberOfSubRanges
```
int numberOfSubRanges
```
These variables are used in the diversification method.
sumOfFrequencyValues
```
int[] sumOfFrequencyValues
```
sumOfReverseFrequencyValues
```
int[] sumOfReverseFrequencyValues
```
frequency
```
int[][] frequency
```
reverseFrequency
```
int[][] reverseFrequency
```

strengthRawFitness

StrengthRawFitness<S extends Solution<?>> strengthRawFitness

fitnessComparator
```
Comparator<T> fitnessComparator
```
marked
```
MarkAttribute marked
```

distanceToSolutionListAttribute

DistanceToSolutionListAttribute distanceToSolutionListAttribute

dominanceComparator
```
Comparator<T> dominanceComparator
```
equalComparator
```
Comparator<T> equalComparator
```

crowdingDistanceComparator

Comparator<T> crowdingDistanceComparator

Package org.uma.jmetal.algorithm.multiobjective.gde3
- Class org.uma.jmetal.algorithm.multiobjective.gde3.GDE3 extends AbstractDifferentialEvolution<List<DoubleSolution>> implements Serializable
  - Serialized Fields
    - problem
```
DoubleProblem problem
```
    - populationSize
```
int populationSize
```
    - maxIterations
```
int maxIterations
```
    - iterations
```
int iterations
```
    - dominanceComparator
```
Comparator<T> dominanceComparator
```
    - ranking
```
Ranking<S extends Solution<?>> ranking
```
    - crowdingDistance
```
DensityEstimator<S extends Solution<?>> crowdingDistance
```
    - evaluator
```
SolutionListEvaluator<S extends Solution<?>> evaluator
```

Package org.uma.jmetal.algorithm.multiobjective.ibea

Class org.uma.jmetal.algorithm.multiobjective.ibea.IBEA extends Object implements Serializable

Serialized Fields

problem
```
Problem<S extends Solution<?>> problem
```
indicatorValues
```
List<E> indicatorValues
```
maxIndicatorValue
```
double maxIndicatorValue
```
populationSize
```
int populationSize
```
archiveSize
```
int archiveSize
```
maxEvaluations
```
int maxEvaluations
```
archive
```
List<E> archive
```

crossoverOperator

CrossoverOperator<S extends Solution<?>> crossoverOperator

mutationOperator

MutationOperator<Source extends Solution<?>> mutationOperator

selectionOperator

SelectionOperator<Source,Result> selectionOperator

solutionFitness

Fitness<S extends Solution<?>> solutionFitness

Package org.uma.jmetal.algorithm.multiobjective.mocell

Class org.uma.jmetal.algorithm.multiobjective.mocell.MOCell extends AbstractGeneticAlgorithm<S extends Solution<?>,List<S extends Solution<?>>> implements Serializable

Serialized Fields

evaluations
```
int evaluations
```
maxEvaluations
```
int maxEvaluations
```
populationSize
```
int populationSize
```
archiveSize
```
int archiveSize
```

evaluator

SolutionListEvaluator<S extends Solution<?>> evaluator

neighborhood

Neighborhood<S extends Solution<?>> neighborhood

currentIndividual
```
int currentIndividual
```
currentNeighbors
```
List<E> currentNeighbors
```

location

LocationAttribute<S extends Solution<?>> location

Package org.uma.jmetal.algorithm.multiobjective.mochc

Class org.uma.jmetal.algorithm.multiobjective.mochc.MOCHC extends AbstractEvolutionaryAlgorithm<BinarySolution,List<BinarySolution>> implements Serializable

Serialized Fields

problem
```
BinaryProblem problem
```
populationSize
```
int populationSize
```
maxEvaluations
```
int maxEvaluations
```
convergenceValue
```
int convergenceValue
```
preservedPopulation
```
double preservedPopulation
```
initialConvergenceCount
```
double initialConvergenceCount
```

crossover

CrossoverOperator<S extends Solution<?>> crossover

cataclysmicMutation

MutationOperator<Source extends Solution<?>> cataclysmicMutation

newGenerationSelection

SelectionOperator<Source,Result> newGenerationSelection

parentSelection

SelectionOperator<Source,Result> parentSelection

evaluations
```
int evaluations
```
minimumDistance
```
int minimumDistance
```
size
```
int size
```
comparator
```
Comparator<T> comparator
```

evaluator

SolutionListEvaluator<S extends Solution<?>> evaluator

Package org.uma.jmetal.algorithm.multiobjective.moead
- Class org.uma.jmetal.algorithm.multiobjective.moead.AbstractMOEAD extends Object implements Serializable
  - Serialized Fields
    - problem
```
Problem<S extends Solution<?>> problem
```
    - idealPoint
```
double[] idealPoint
```
      Z vector in Zhang & Li paper
    - lambda
```
double[][] lambda
```
      Lambda vectors
    - neighborSize
```
int neighborSize
```
      T in Zhang & Li paper
    - neighborhood
```
int[][] neighborhood
```
    - neighborhoodSelectionProbability
```
double neighborhoodSelectionProbability
```
      Delta in Zhang & Li paper
    - maximumNumberOfReplacedSolutions
```
int maximumNumberOfReplacedSolutions
```
      nr in Zhang & Li paper
    - indArray
```
Solution<T>[] indArray
```
    - functionType
```
AbstractMOEAD.FunctionType functionType
```
    - dataDirectory
```
String dataDirectory
```
    - population
```
List<E> population
```
    - populationSize
```
int populationSize
```
    - resultPopulationSize
```
int resultPopulationSize
```
    - evaluations
```
int evaluations
```
    - maxEvaluations
```
int maxEvaluations
```
    - randomGenerator
```
JMetalRandom randomGenerator
```
    - crossoverOperator
```
CrossoverOperator<S extends Solution<?>> crossoverOperator
```
    - mutationOperator
```
MutationOperator<Source extends Solution<?>> mutationOperator
```
    - numberOfThreads
```
int numberOfThreads
```
- Class org.uma.jmetal.algorithm.multiobjective.moead.ConstraintMOEAD extends AbstractMOEAD<DoubleSolution> implements Serializable
  - Serialized Fields
    - differentialEvolutionCrossover
```
DifferentialEvolutionCrossover differentialEvolutionCrossover
```
    - violationThresholdComparator
```
ViolationThresholdComparator<S extends Solution<?>> violationThresholdComparator
```
- Class org.uma.jmetal.algorithm.multiobjective.moead.MOEAD extends AbstractMOEAD<DoubleSolution> implements Serializable
  - Serialized Fields
    - differentialEvolutionCrossover
```
DifferentialEvolutionCrossover differentialEvolutionCrossover
```
- Class org.uma.jmetal.algorithm.multiobjective.moead.MOEADDRA extends AbstractMOEAD<DoubleSolution> implements Serializable
  - Serialized Fields
    - differentialEvolutionCrossover
```
DifferentialEvolutionCrossover differentialEvolutionCrossover
```
    - savedValues
```
DoubleSolution[] savedValues
```
    - utility
```
double[] utility
```
    - frequency
```
int[] frequency
```
    - randomGenerator
```
JMetalRandom randomGenerator
```
Package org.uma.jmetal.algorithm.multiobjective.nsgaii
- Class org.uma.jmetal.algorithm.multiobjective.nsgaii.NSGAII extends AbstractGeneticAlgorithm<S extends Solution<?>,List<S extends Solution<?>>> implements Serializable
  - Serialized Fields
    - maxIterations
```
int maxIterations
```
    - populationSize
```
int populationSize
```
    - problem
```
Problem<S extends Solution<?>> problem
```
    - evaluator
```
SolutionListEvaluator<S extends Solution<?>> evaluator
```
    - iterations
```
int iterations
```
- Class org.uma.jmetal.algorithm.multiobjective.nsgaii.NSGAIIMeasures extends NSGAII<S extends Solution<?>> implements Serializable
  - Serialized Fields
    - iterations
```
CountingMeasure iterations
```
    - numberOfFeasibleSolutionsInPopulation
```
BasicMeasure<T> numberOfFeasibleSolutionsInPopulation
```
    - durationMeasure
```
DurationMeasure durationMeasure
```
    - measureManager
```
SimpleMeasureManager measureManager
```
    - solutionListMeasure
```
BasicMeasure<T> solutionListMeasure
```
    - numberOfNonDominatedSolutionsInPopulation
```
BasicMeasure<T> numberOfNonDominatedSolutionsInPopulation
```
- Class org.uma.jmetal.algorithm.multiobjective.nsgaii.SteadyStateNSGAII extends NSGAII<S extends Solution<?>> implements Serializable
Package org.uma.jmetal.algorithm.multiobjective.nsgaiii
- Class org.uma.jmetal.algorithm.multiobjective.nsgaiii.EnvironmentalSelectionNSGAIII extends Object implements Serializable
  - Serialized Fields
    - fronts
```
List<E> fronts
```
    - solutionsToSelect
```
int solutionsToSelect
```
    - referencePoints
```
List<E> referencePoints
```
    - numberOfObjectives
```
int numberOfObjectives
```
- Class org.uma.jmetal.algorithm.multiobjective.nsgaiii.NSGAIII extends AbstractGeneticAlgorithm<S extends Solution<?>,List<S extends Solution<?>>> implements Serializable
  - Serialized Fields
    - evaluations
```
int evaluations
```
    - maxEvaluations
```
int maxEvaluations
```
    - populationSize
```
int populationSize
```
    - problem
```
Problem<S extends Solution<?>> problem
```
    - evaluator
```
SolutionListEvaluator<S extends Solution<?>> evaluator
```
    - numberOfDivisions
```
Vector<E> numberOfDivisions
```
    - referencePoints
```
List<E> referencePoints
```

Package org.uma.jmetal.algorithm.multiobjective.omopso

Class org.uma.jmetal.algorithm.multiobjective.omopso.OMOPSO extends AbstractParticleSwarmOptimization<DoubleSolution,List<DoubleSolution>> implements Serializable

Serialized Fields

problem
```
DoubleProblem problem
```

evaluator

SolutionListEvaluator<S extends Solution<?>> evaluator

swarmSize
```
int swarmSize
```
archiveSize
```
int archiveSize
```
maxIterations
```
int maxIterations
```
currentIteration
```
int currentIteration
```
swarm
```
List<E> swarm
```
localBest
```
DoubleSolution[] localBest
```

leaderArchive

CrowdingDistanceArchive<S extends Solution<?>> leaderArchive

epsilonArchive

NonDominatedSolutionListArchive<S extends Solution<?>> epsilonArchive

speed
```
double[][] speed
```
dominanceComparator
```
Comparator<T> dominanceComparator
```

crowdingDistanceComparator

Comparator<T> crowdingDistanceComparator

uniformMutation
```
UniformMutation uniformMutation
```
nonUniformMutation
```
NonUniformMutation nonUniformMutation
```
eta
```
double eta
```
randomGenerator
```
JMetalRandom randomGenerator
```

crowdingDistance

CrowdingDistance<S extends Solution<?>> crowdingDistance

Package org.uma.jmetal.algorithm.multiobjective.paes
- Class org.uma.jmetal.algorithm.multiobjective.paes.PAES extends AbstractEvolutionStrategy<S extends Solution<?>,List<S extends Solution<?>>> implements Serializable
  - Serialized Fields
    - problem
```
Problem<S extends Solution<?>> problem
```
    - archiveSize
```
int archiveSize
```
    - maxEvaluations
```
int maxEvaluations
```
    - biSections
```
int biSections
```
    - evaluations
```
int evaluations
```
    - mutationOperator
```
MutationOperator<Source extends Solution<?>> mutationOperator
```
    - archive
```
AdaptiveGridArchive<S extends Solution<?>> archive
```
    - comparator
```
Comparator<T> comparator
```
Package org.uma.jmetal.algorithm.multiobjective.pesa2
- Class org.uma.jmetal.algorithm.multiobjective.pesa2.PESA2 extends AbstractGeneticAlgorithm<S extends Solution<?>,List<S extends Solution<?>>> implements Serializable
  - Serialized Fields
    - maxEvaluations
```
int maxEvaluations
```
    - archiveSize
```
int archiveSize
```
    - populationSize
```
int populationSize
```
    - biSections
```
int biSections
```
    - evaluations
```
int evaluations
```
    - problem
```
Problem<S extends Solution<?>> problem
```
    - selectionOperator
```
SelectionOperator<Source,Result> selectionOperator
```
    - archive
```
AdaptiveGridArchive<S extends Solution<?>> archive
```
    - evaluator
```
SolutionListEvaluator<S extends Solution<?>> evaluator
```
Package org.uma.jmetal.algorithm.multiobjective.pesa2.util
- Class org.uma.jmetal.algorithm.multiobjective.pesa2.util.PESA2Selection extends Object implements Serializable
  - Serialized Fields
    - randomGenerator
```
JMetalRandom randomGenerator
```
Package org.uma.jmetal.algorithm.multiobjective.randomsearch
- Class org.uma.jmetal.algorithm.multiobjective.randomsearch.RandomSearch extends Object implements Serializable
  - Serialized Fields
    - problem
```
Problem<S extends Solution<?>> problem
```
    - maxEvaluations
```
int maxEvaluations
```
    - nonDominatedArchive
```
NonDominatedSolutionListArchive<S extends Solution<?>> nonDominatedArchive
```

Package org.uma.jmetal.algorithm.multiobjective.smpso

Class org.uma.jmetal.algorithm.multiobjective.smpso.SMPSO extends AbstractParticleSwarmOptimization<DoubleSolution,List<DoubleSolution>> implements Serializable

Serialized Fields

problem
```
DoubleProblem problem
```
c1Max
```
double c1Max
```
c1Min
```
double c1Min
```
c2Max
```
double c2Max
```
c2Min
```
double c2Min
```
r1Max
```
double r1Max
```
r1Min
```
double r1Min
```
r2Max
```
double r2Max
```
r2Min
```
double r2Min
```
weightMax
```
double weightMax
```
weightMin
```
double weightMin
```
changeVelocity1
```
double changeVelocity1
```
changeVelocity2
```
double changeVelocity2
```
swarmSize
```
int swarmSize
```
maxIterations
```
int maxIterations
```
iterations
```
int iterations
```
best
```
DoubleSolution[] best
```
randomGenerator
```
JMetalRandom randomGenerator
```
leaders
```
Archive<S extends Solution<?>> leaders
```
speed
```
double[][] speed
```
dominanceComparator
```
Comparator<T> dominanceComparator
```

crowdingDistanceComparator

Comparator<T> crowdingDistanceComparator

mutation

MutationOperator<Source extends Solution<?>> mutation

deltaMax
```
double[] deltaMax
```
deltaMin
```
double[] deltaMin
```

evaluator

SolutionListEvaluator<S extends Solution<?>> evaluator

Package org.uma.jmetal.algorithm.multiobjective.smsemoa
- Class org.uma.jmetal.algorithm.multiobjective.smsemoa.SMSEMOA extends AbstractGeneticAlgorithm<S extends Solution<?>,List<S extends Solution<?>>> implements Serializable
  - Serialized Fields
    - maxEvaluations
```
int maxEvaluations
```
    - populationSize
```
int populationSize
```
    - offset
```
double offset
```
    - problem
```
Problem<S extends Solution<?>> problem
```
    - evaluations
```
int evaluations
```
    - hypervolume
```
Hypervolume hypervolume
```
- Class org.uma.jmetal.algorithm.multiobjective.smsemoa.SMSEMOA2 extends AbstractGeneticAlgorithm<S extends Solution<?>,List<S extends Solution<?>>> implements Serializable
  - Serialized Fields
    - maxEvaluations
```
int maxEvaluations
```
    - populationSize
```
int populationSize
```
    - offset
```
double offset
```
    - problem
```
Problem<S extends Solution<?>> problem
```
    - evaluations
```
int evaluations
```
    - hypervolume
```
Hypervolume hypervolume
```
Package org.uma.jmetal.algorithm.multiobjective.spea2
- Class org.uma.jmetal.algorithm.multiobjective.spea2.SPEA2 extends AbstractGeneticAlgorithm<S extends Solution<?>,List<S extends Solution<?>>> implements Serializable
  - Serialized Fields
    - maxIterations
```
int maxIterations
```
    - populationSize
```
int populationSize
```
    - problem
```
Problem<S extends Solution<?>> problem
```
    - evaluator
```
SolutionListEvaluator<S extends Solution<?>> evaluator
```
    - iterations
```
int iterations
```
    - archive
```
List<E> archive
```
    - strenghtRawFitness
```
StrengthRawFitness<S extends Solution<?>> strenghtRawFitness
```
    - environmentalSelection
```
EnvironmentalSelection<S extends Solution<?>> environmentalSelection
```
Package org.uma.jmetal.algorithm.multiobjective.spea2.util
- Class org.uma.jmetal.algorithm.multiobjective.spea2.util.EnvironmentalSelection extends Object implements Serializable
  - Serialized Fields
    - solutionsToSelect
```
int solutionsToSelect
```
    - strengthRawFitness
```
StrengthRawFitness<S extends Solution<?>> strengthRawFitness
```
Package org.uma.jmetal.algorithm.singleobjective.differentialevolution
- Class org.uma.jmetal.algorithm.singleobjective.differentialevolution.DifferentialEvolution extends AbstractDifferentialEvolution<DoubleSolution> implements Serializable
  - Serialized Fields
    - problem
```
DoubleProblem problem
```
    - populationSize
```
int populationSize
```
    - maxEvaluations
```
int maxEvaluations
```
    - evaluator
```
SolutionListEvaluator<S extends Solution<?>> evaluator
```
    - comparator
```
Comparator<T> comparator
```
    - evaluations
```
int evaluations
```
Package org.uma.jmetal.algorithm.singleobjective.evolutionstrategy
- Class org.uma.jmetal.algorithm.singleobjective.evolutionstrategy.CovarianceMatrixAdaptationEvolutionStrategy extends AbstractEvolutionStrategy<DoubleSolution,DoubleSolution> implements Serializable
  - Serialized Fields
    - comparator
```
Comparator<T> comparator
```
    - lambda
```
int lambda
```
    - evaluations
```
int evaluations
```
    - maxEvaluations
```
int maxEvaluations
```
    - typicalX
```
double[] typicalX
```
    - problem
```
DoubleProblem problem
```
    - distributionMean
```
double[] distributionMean
```
      CMA-ES state variables
    - sigma
```
double sigma
```
    - c
```
double[][] c
```
    - pathsC
```
double[] pathsC
```
    - pathsSigma
```
double[] pathsSigma
```
    - mu
```
int mu
```
    - weights
```
double[] weights
```
    - muEff
```
double muEff
```
    - cumulationC
```
double cumulationC
```
    - cumulationSigma
```
double cumulationSigma
```
    - c1
```
double c1
```
    - cmu
```
double cmu
```
    - dampingSigma
```
double dampingSigma
```
    - b
```
double[][] b
```
    - diagD
```
double[] diagD
```
    - invSqrtC
```
double[][] invSqrtC
```
    - eigenEval
```
int eigenEval
```
    - chiN
```
double chiN
```
    - bestSolutionEver
```
DoubleSolution bestSolutionEver
```
    - rand
```
Random rand
```
- Class org.uma.jmetal.algorithm.singleobjective.evolutionstrategy.ElitistEvolutionStrategy extends AbstractEvolutionStrategy<S extends Solution<?>,S extends Solution<?>> implements Serializable
  - Serialized Fields
    - problem
```
Problem<S extends Solution<?>> problem
```
    - mu
```
int mu
```
    - lambda
```
int lambda
```
    - maxEvaluations
```
int maxEvaluations
```
    - evaluations
```
int evaluations
```
    - mutation
```
MutationOperator<Source extends Solution<?>> mutation
```
    - comparator
```
Comparator<T> comparator
```
- Class org.uma.jmetal.algorithm.singleobjective.evolutionstrategy.NonElitistEvolutionStrategy extends AbstractEvolutionStrategy<S extends Solution<?>,S extends Solution<?>> implements Serializable
  - Serialized Fields
    - problem
```
Problem<S extends Solution<?>> problem
```
    - mu
```
int mu
```
    - lambda
```
int lambda
```
    - maxEvaluations
```
int maxEvaluations
```
    - evaluations
```
int evaluations
```
    - mutation
```
MutationOperator<Source extends Solution<?>> mutation
```
    - comparator
```
Comparator<T> comparator
```
Package org.uma.jmetal.algorithm.singleobjective.geneticalgorithm
- Class org.uma.jmetal.algorithm.singleobjective.geneticalgorithm.GenerationalGeneticAlgorithm extends AbstractGeneticAlgorithm<S extends Solution<?>,S extends Solution<?>> implements Serializable
  - Serialized Fields
    - comparator
```
Comparator<T> comparator
```
    - maxEvaluations
```
int maxEvaluations
```
    - populationSize
```
int populationSize
```
    - evaluations
```
int evaluations
```
    - problem
```
Problem<S extends Solution<?>> problem
```
    - evaluator
```
SolutionListEvaluator<S extends Solution<?>> evaluator
```
- Class org.uma.jmetal.algorithm.singleobjective.geneticalgorithm.SteadyStateGeneticAlgorithm extends AbstractGeneticAlgorithm<S extends Solution<?>,S extends Solution<?>> implements Serializable
  - Serialized Fields
    - comparator
```
Comparator<T> comparator
```
    - maxEvaluations
```
int maxEvaluations
```
    - populationSize
```
int populationSize
```
    - evaluations
```
int evaluations
```
    - problem
```
Problem<S extends Solution<?>> problem
```

Serialized Form

Package org.uma.jmetal.algorithm.multiobjective.abyss

Class org.uma.jmetal.algorithm.multiobjective.abyss.ABYSS extends AbstractScatterSearch<DoubleSolution,List<DoubleSolution>> implements Serializable

Serialized Fields

maxEvaluations

problem

referenceSet1Size

referenceSet2Size

referenceSet1

referenceSet2

archiveSize

archive

localSearch

crossover

evaluations

randomGenerator

numberOfSubRanges

sumOfFrequencyValues

sumOfReverseFrequencyValues

frequency

reverseFrequency

strengthRawFitness

fitnessComparator

marked

distanceToSolutionListAttribute

dominanceComparator

equalComparator

crowdingDistanceComparator

Package org.uma.jmetal.algorithm.multiobjective.gde3

Class org.uma.jmetal.algorithm.multiobjective.gde3.GDE3 extends AbstractDifferentialEvolution<List<DoubleSolution>> implements Serializable

Serialized Fields

problem

populationSize

maxIterations

iterations

dominanceComparator

ranking

crowdingDistance

evaluator

Package org.uma.jmetal.algorithm.multiobjective.ibea

Class org.uma.jmetal.algorithm.multiobjective.ibea.IBEA extends Object implements Serializable

Serialized Fields

problem

indicatorValues

maxIndicatorValue

populationSize

archiveSize

maxEvaluations

archive

crossoverOperator

mutationOperator

selectionOperator

solutionFitness

Package org.uma.jmetal.algorithm.multiobjective.mocell

Class org.uma.jmetal.algorithm.multiobjective.mocell.MOCell extends AbstractGeneticAlgorithm<S extends Solution<?>,List<S extends Solution<?>>> implements Serializable

Serialized Fields

evaluations

maxEvaluations

populationSize

archiveSize

evaluator

neighborhood

currentIndividual

currentNeighbors

archive

problem

dominanceComparator

location

Package org.uma.jmetal.algorithm.multiobjective.mochc

Class org.uma.jmetal.algorithm.multiobjective.mochc.MOCHC extends AbstractEvolutionaryAlgorithm<BinarySolution,List<BinarySolution>> implements Serializable

Serialized Fields

problem

populationSize

maxEvaluations

convergenceValue

preservedPopulation

initialConvergenceCount

crossover

cataclysmicMutation

newGenerationSelection