G Sun, B Yang, Z Yang, G Xu - Soft Computing, 2020 - Springer
Differential evolution (DE) is a simple yet powerful evolutionary algorithm for numerical optimization. However, the performance of DE significantly relies on its mutation operator …
L Deng, C Li, Y Lan, G Sun, C Shang - Expert Systems with Applications, 2022 - Elsevier
Differential evolution (DE) is a simple yet effective algorithm for numerical optimization, and its performance significantly depends on mutation operator and control parameters …
L Deng, Y Qin, C Li, L Zhang - Neural Computing and Applications, 2023 - Springer
Differential evolution (DE) is an efficient global optimization algorithm. However, due to its random properties, some individuals may mutate in the direction of deviating from the …
Z Meng, C Yang - Information Sciences, 2021 - Elsevier
Differential Evolution (DE) was a powerful population-based evolutionary algorithm for global optimization, and it achieved great success in both evolutionary computation …
SX Zhang, XR Hu, SY Zheng - Swarm and Evolutionary Computation, 2024 - Elsevier
The performance of differential evolution (DE) algorithm heavily depends on the evolutionary scale, which is controlled by the generation operations including mutation …
Z Meng, JS Pan - IEEE Access, 2019 - ieeexplore.ieee.org
Differential evolution is a famous and effective branch of evolutionary computation, which aims at tackling complex optimization problems. There are two aspects significantly affecting …
Abstract The Differential Evolution (DE) algorithm is one of the most popular and studied approaches in Evolutionary Computation (EC). Its simple but efficient design, such as its …
M Tian, Y Gao, X He, Q Zhang, Y Meng - Mathematics, 2023 - mdpi.com
Differential evolution (DE) is one of the most popular and widely used optimizers among the community of evolutionary computation. Despite numerous works having been conducted …
Exploration and exploitation are two cornerstones of evolutionary algorithms. An appropriate balance between exploration and exploitation can drive a search process toward global …