smsemoa: Implementation of the SMS-EMOA by Emmerich et al.
In jakobbossek/ecr: Evolutionary Computing in R

Description Usage Arguments Value Note References

Pure R implementation of the SMS-EMOA. This algorithm belongs to the group of indicator based multi-objective evolutionary algorithms. In each generation, the SMS-EMOA selects two parents uniformly at, applies recombination and mutation and finally selects the best subset of individuals among all subsets by maximizing the Hypervolume indicator.

smsemoa(task, n.population = 100L, ref.point = NULL,
  parent.selector = setupSimpleSelector(),
  mutator = setupPolynomialMutator(eta = 25, p = 0.2),
  recombinator = setupSBXRecombinator(eta = 15, p = 0.7), max.iter = NULL,
  max.evals = NULL, max.time = NULL, ...)

`task`	[`ecr_optimization_task`] Optimization task. If a `smoof_function` is passed it is automatically converted into a task.
`n.population`	[`integer(1)`] Population size. Default is `100`.
`ref.point`	[`numeric`] Reference point for the hypervolume computation. Default is (11, ..., 11)' with the corresponding dimension.
`parent.selector`	[`ecr_selector`] Selection operator which implements a procedure to copy individuals from a given population to the mating pool, i. e., allow them to become parents.
`mutator`	[`ecr_mutator`] Mutation operator of type `ecr_mutator`.
`recombinator`	[`ecr_recombinator`] Recombination operator of type `ecr_recombinator`.
`max.iter`	[`integer(1)`] Maximal number of iterations. Default ist `100L`.
`max.evals`	[`integer(1)`] Maximal number of iterations/generations. Default is `Inf`.
`max.time`	[`integer(1)`] Time budget in seconds. Default ist `Inf`.
`...`	[any] Further arguments passed to `setupECRControl`.

[ecr_smsemoa_result, ecr_multi_objective_result]

This helper function hides the regular ecr interface and offers a more R like interface of this state of the art EMOA.

Beume, N., Naujoks, B., Emmerich, M., SMS-EMOA: Multiobjective selection based on dominated hypervolume, European Journal of Operational Research, Volume 181, Issue 3, 16 September 2007, Pages 1653-1669.

jakobbossek/ecr documentation built on May 18, 2019, 9:09 a.m.