English

On Upper Approximations of Pareto Fronts

Optimization and Control 2018-04-24 v2

Abstract

In one of our earlier works, we proposed to approximate Pareto fronts to multiobjective optimization problems by two-sided approximations, one from inside and another from outside of the feasible objective set, called, respectively, lower shell and upper shell. We worked there under the assumption that for a given problem an upper shell exists. As it is not always the case, in this paper we give some sufficient conditions for the existence of upper shells. We also investigate how to constructively search infeasible sets to derive upper shells. We approach this issue by means of problem relaxations. We formally show that under certain conditions some subsets of lower shells to relaxed multiobjective optimization problems are upper shells in the respective unrelaxed problems. Results presented are illustrated by a numerical example representing a~small but real mechanical problem. Practical implications of the results are discussed.

Keywords

Cite

@article{arxiv.1709.06591,
  title  = {On Upper Approximations of Pareto Fronts},
  author = {Ignacy Kaliszewski and Janusz Miroforidis},
  journal= {arXiv preprint arXiv:1709.06591},
  year   = {2018}
}

Comments

31 pages, 9 figures, 33 references

R2 v1 2026-06-22T21:48:38.821Z