Population update using the standard neighborhood replacement method for the MOEADr package.

updt_standard(X, Xt, Y, Yt, V, Vt, sel.indx, B, ...)

Arguments

X

Matrix of candidate solutions

Xt

Matrix of incumbent solutions

Y

Matrix of objective function values of X

Yt

Matrix of objective function values of Xt

V

List object containing information about the constraint violations of the candidate solutions, generated by evaluate_population()

Vt

List object containing information about the constraint violations of the incumbent solutions, generated by evaluate_population()

sel.indx

matrix of selection indices, generated by order_neighborhood()

B

Neighborhood matrix, generated by define_neighborhood().

...

other parameters (included for compatibility with generic call)

Value

List object containing the update population matrix (X), and its corresponding matrix of objective function values (Y) and constraint value list (V).

Details

This routine executes the standard neighborhood replacement operation to update the population matrix of the MOEA/D. This update routine is intended to be used internally by the main moead() function, and should not be called directly by the user.

References

F. Campelo, L.S. Batista, C. Aranha (2020): The MOEADr Package: A Component-Based Framework for Multiobjective Evolutionary Algorithms Based on Decomposition. Journal of Statistical Software doi:10.18637/jss.v092.i06