Reference Vector-Assisted Adaptive Model Management for Surrogate-Assisted Many-Objective Optimization

Author:

Liu Qiqi1ORCID,Cheng Ran2,Jin Yaochu1ORCID,Heiderich Martin3,Rodemann Tobias4ORCID

Affiliation:

1. Department of Computer Science, University of Surrey, Guildford, U.K.

2. Department of Computer Science and Engineering, Guangdong Key Laboratory of Brain-Inspired Intelligent Computation, Southern University of Science and Technology, Shenzhen, China

3. Department of Advanced Vehicle Technology Research, Honda R&D Europe (Deutschland) GmbH, Offenbach/Main, Germany

4. Department of Optimization and Creativity, Honda Research Institute Europe, Offenbach/Main, Germany

Funder

Alexander von Humboldt Professorship for Artificial Intelligence endowed by the German Federal Ministry of Education and Research

Guangdong Provincial Key Laboratory

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Electrical and Electronic Engineering,Computer Science Applications,Human-Computer Interaction,Control and Systems Engineering,Software

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2. Alleviating Search Bias in Bayesian Evolutionary Optimization With Many Heterogeneous Objectives;IEEE Transactions on Systems, Man, and Cybernetics: Systems;2024-01

3. A Survey on Learnable Evolutionary Algorithms for Scalable Multiobjective Optimization;IEEE Transactions on Evolutionary Computation;2023-12

4. Surrogate-Assisted Many-Objective Optimization of Building Energy Management;IEEE Computational Intelligence Magazine;2023-11

5. A Surrogate-Assisted Evolutionary Framework With Regions of Interests-Based Data Selection for Expensive Constrained Optimization;IEEE Transactions on Systems, Man, and Cybernetics: Systems;2023-10

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