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Multiobjective optimization by using cutting angle methods and hypervolume criterion.
- Source :
-
Optimization Methods & Software . Oct2024, p1-18. 18p. 1 Illustration. - Publication Year :
- 2024
-
Abstract
- We translate a multiobjective optimization problem into a single objective Lipschitz problem by using the hypervolume criterion of the Pareto set. Deterministic global optimization methods allow one to track the whole Pareto front rather than converging to a single non-dominated solution. We augmented an efficient hypervolume computation technique with hypervolume increment strategy, and established Lipschitzianity of the resulting objective function. We used two deterministic Lipschitz optimization methods together with the hypervolume objective and benchmarked them against some state-of-the-art alternative multiobjective optimization methods, establishing the competitiveness of the proposed approach. [ABSTRACT FROM AUTHOR]
- Subjects :
- *GLOBAL optimization
*CONVEX functions
*ANGLES
Subjects
Details
- Language :
- English
- ISSN :
- 10556788
- Database :
- Academic Search Index
- Journal :
- Optimization Methods & Software
- Publication Type :
- Academic Journal
- Accession number :
- 180028549
- Full Text :
- https://doi.org/10.1080/10556788.2024.2405984