Surrogate-Assisted Multipopulation Particle Swarm Optimizer for High-Dimensional Expensive Optimization
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Transactions on Systems, Man, and Cybernetics: Systems"
DOI: 10.1109/tsmc.2021.3102298
Abstract: Surrogate-assisted evolutionary algorithms (SAEAs) are well suited for computationally expensive optimization. However, most existing SAEAs only focus on low- or medium-dimensional expensive optimization. Thus, a novel SAEA for high-dimensional expensive optimization, denoted as surrogate-assisted multipopulation… read more here.
Keywords: surrogate assisted; dimensional expensive; particle swarm; swarm optimizer ... See more keywords
Expensive Optimization via Surrogate-Assisted and Model-Free Evolutionary Optimization
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Transactions on Systems, Man, and Cybernetics: Systems"
DOI: 10.1109/tsmc.2022.3219080
Abstract: The surrogate-assisted evolutionary algorithm (SAEA) is one of the most efficient approaches for solving expensive optimization problems. However, it still faces challenges when dealing with complex and high-dimensional problems. To fill this gap, a new… read more here.
Keywords: surrogate assisted; evolutionary optimization; expensive optimization; model free ... See more keywords