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A scalar optimization approach for averaged Hausdorff approximations of the Pareto front.
- Source :
-
Engineering Optimization . Sep2016, Vol. 48 Issue 9, p1593-1617. 25p. - Publication Year :
- 2016
-
Abstract
- This article presents a novel method to compute averaged Hausdorff () approximations of the Pareto fronts of multi-objective optimization problems. The underlying idea is to utilize directly the scalar optimization problem that is induced by theperformance indicator. This method can be viewed as a certain set based scalarization approach and can be addressed both by mathematical programming techniques and evolutionary algorithms (EAs). In this work, the focus is on the latter where a first single objective EA for suchapproximations is proposed. Finally, the strength of the novel approach is demonstrated on some bi-objective benchmark problems with different shapes of the Pareto front. [ABSTRACT FROM PUBLISHER]
Details
- Language :
- English
- ISSN :
- 0305215X
- Volume :
- 48
- Issue :
- 9
- Database :
- Academic Search Index
- Journal :
- Engineering Optimization
- Publication Type :
- Academic Journal
- Accession number :
- 116237953
- Full Text :
- https://doi.org/10.1080/0305215X.2015.1124872