An Adaptive Localized Decision Variable Analysis Approach to Large-Scale Multiobjective and Many-Objective Optimization.
Sign Up to like & getrecommendations! Published in 2021 at "IEEE transactions on cybernetics"
DOI: 10.1109/tcyb.2020.3041212
Abstract: 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… read more here.
Keywords: scale multiobjective; large scale; variable analysis; decision ... See more keywords
A Constrained Learning-Based Competitive Swarm Optimizer for Large-Scale Multiobjective Optimization.
Sign Up to like & getrecommendations! Published in 2025 at "IEEE transactions on cybernetics"
DOI: 10.1109/tcyb.2025.3612091
Abstract: competitive swarm optimizer (CSO) is considered as a prominent paradigm for solving large-scale multiobjective optimization problems (LMOPs). However, the pairwise random competition (PRC) mechanism used in most existing CSOs may limit their performance in solving… read more here.
Keywords: swarm optimizer; constrained learning; scale multiobjective; large scale ... See more keywords
Large-Scale Multiobjective Model Pruning for Intelligent Transport Systems
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Transactions on Intelligent Transportation Systems"
DOI: 10.1109/tits.2025.3591361
Abstract: Deep neural networks can provide environment sensing and decision support for vehicles in 6G intelligent autonomous transportation systems; however, the high computational cost associated with complex tasks limits the deployment of models on edge devices.… read more here.
Keywords: multiobjective model; transportation systems; model; scale multiobjective ... See more keywords
Efficient Sparse Large-Scale Multiobjective Optimization Based on Cross-Scale Knowledge Fusion
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Transactions on Systems, Man, and Cybernetics: Systems"
DOI: 10.1109/tsmc.2024.3446822
Abstract: Due to the curse of dimensionality and the unknown sparsity of search spaces, evolutionary algorithms face immense challenges in approximating optimal solutions for widely studied sparse large-scale multiobjective optimization problems (SLMOPs). Most bilevel encoding scheme… read more here.
Keywords: sparse large; cross scale; scale; scale multiobjective ... See more keywords
A Stable Large-Scale Multiobjective Optimization Algorithm with Two Alternative Optimization Methods
Sign Up to like & getrecommendations! Published in 2023 at "Entropy"
DOI: 10.3390/e25040561
Abstract: For large-scale multiobjective evolutionary algorithms based on the grouping of decision variables, the challenge is to design a stable grouping strategy to balance convergence and population diversity. This paper proposes a large-scale multiobjective optimization algorithm… read more here.
Keywords: alternative optimization; two alternative; optimization methods; large scale ... See more keywords