An Adaptive Localized Decision Variable Analysis Approach to Large-Scale Multiobjective and Many-Objective Optimization

• Published in: IEEE transactions on cybernetics Vol. 52; no. 7; pp. 1 - 13
• Main Authors: Ma, Lianbo, Huang, Min, Yang, Shengxiang, Wang, Rui, Wang, Xingwei
• Format: Journal Article
• Language: English
• Published: United States IEEE 01.07.2022; The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
• Subjects: Adaptive control; Aerospace electronics; Algorithms; Convergence; Decision analysis; Decomposition; large-scale optimization; Linear programming; many-objective optimization; multiobjective optimization; Multiple objective analysis; Optimization; Pareto optimization; Perturbation methods; Search problems

This article proposes an adaptive localized decision variable analysis approach under the decomposition-based framework to solve the large-scale multiobjective and many-objective optimization problems (MaOPs). Its main idea is to incorporate the guidance of reference vectors into the control variabl...