no code implementations • 9 May 2024 • Zeyi Wang, Songbai Liu, Jianyong Chen, Kay Chen Tan
Solution's quality is assessed based on their constraint violations and objective-based performance.
no code implementations • 3 Jan 2024 • Yinglan Feng, Liang Feng, Songbai Liu, Sam Kwong, Kay Chen Tan
A task-specific knowledge transfer mechanism is designed to leverage the advantage information of each task, enabling the discovery and effective transmission of high-quality solutions during the search process.
no code implementations • 23 Jun 2022 • Songbai Liu, Qiuzhen Lin, Jianqiang Li, Kay Chen Tan
This paper begins with a general taxonomy of scaling-up MOPs and learnable MOEAs, followed by an analysis of the challenges that these MOPs pose to traditional MOEAs.
1 code implementation • 15 Oct 2021 • Songbai Liu, Qiuzhen Lin, Kay Chen Tan, Qing Li
Evolutionary transfer multiobjective optimization (ETMO) has been becoming a hot research topic in the field of evolutionary computation, which is based on the fact that knowledge learning and transfer across the related optimization exercises can improve the efficiency of others.