H Zhang, J Sun, KC Tan, Z Xu - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Adaptive parameter control is critical in the design and application of evolutionary algorithm (EA), so does in differential evolution. In the past decade, many adaptive evolutionary …
Many state-of-the-art evolutionary algorithms (EAs) can be categorized as sequential hybrid EAs, in which various EAs are sequentially executed. The timing to switch from one EA to …
X Sun, D Wang, H Kang, Y Shen, Q Chen - Symmetry, 2021 - mdpi.com
For most of differential evolution (DE) algorithm variants, premature convergence is still challenging. The main reason is that the exploration and exploitation are highly coupled in …
H Zhang, J Sun, Z Xu - 2021 IEEE Congress on Evolutionary …, 2021 - ieeexplore.ieee.org
Adaptive parameter control and mutation operator selection are two important research avenues in differential evolution (DE). Existing works consider the two avenues …
The performance of an evolutionary algorithm (EA) is deeply affected by its control parameter's setting. It has become a trend in recent studies to treat the control parameter as …
M Gao, X Feng, H Yu, Z Zheng - Applied Intelligence, 2022 - Springer
The intelligent optimization algorithm has the advantage of giving feasible solutions in polynomial time when solving complex problems in reality. Its performance depends on its …
H Zhang, J Sun, T Bäck, Z Xu - Science China Mathematics, 2024 - Springer
Extensive studies on selecting recombination operators adaptively, namely, adaptive operator selection (AOS), during the search process of an evolutionary algorithm (EA), have …
H Li, Y Tang, Y Shui, J Sun - 2024 IEEE Congress on …, 2024 - ieeexplore.ieee.org
Many multiobjective evolutionary algorithms (MOEAs) have been proposed for dealing with various problem difficulties in multiobjective optimization over the past three decades …
Differential evolution (DE) is one of the most studied algorithms in evolutionary computation. However, the parameters in DE need to be tuned carefully, which costs much computational …