1 code implementation • 19 Apr 2023 • Guodong Chen, Jiu Jimmy Jiao, Xiaoming Xue, Zhongzheng Wang
In this work, a novel Classifier-assisted rank-based learning and Local Model based multi-objective Evolutionary Algorithm (CLMEA) is proposed for high-dimensional expensive multi-objective optimization problems.
2 code implementations • 17 Apr 2023 • Xiaoming Xue, Cuie Yang, Liang Feng, Kai Zhang, Linqi Song, Kay Chen Tan
Lastly, a benchmark suite with 12 STO problems featured by a variety of customized similarity relationships is developed using the proposed generator.
no code implementations • 7 Jun 2022 • Guodong Chen, Xin Luo, Jimmy Jiu Jiao, Xiaoming Xue
In this work, a novel and efficient data-driven evolutionary algorithm, called generalized data-driven differential evolutionary algorithm (GDDE), is proposed to reduce the number of simulation runs on well-placement and control optimization problems.
no code implementations • 19 Nov 2019 • Chaoshun Li, Geng Tang, Xiaoming Xue, Xinbiao Chen, Ruoheng Wang, Chu Zhang
In this paper, a deep interval prediction method is designed in the framework of LUBE and an efficient gradient descend (GD) training approach is proposed to train the LUBE model.