Back to Search Start Over

Multiobjective optimization by using cutting angle methods and hypervolume criterion.

Authors :
Beliakov, Gleb
Gao, Longxiang
Xiang, Yong
Zhou, Wanlei
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]

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