Overview of Differential Evolution Algorithm

Siyu Li ； Fei Tan ； Yang Xian

《International Core Journal of Engineering》 7卷11期 (2021/11) Pp. 319-325

https://doi.org/10.6919/ICJE.202111_7(11).0049

摘要

Explained the basic ideas and characteristics of the difference algorithm, according to the research status of the difference algorithm in the past five years, introduce the field of difference application and compare it with the evolutionary algorithm, and analyze the advantages and disadvantages of the difference algorithm. Many scholars have improved the differential algorithm and derived evolutionary algorithms with different characteristics. This article reviews the basic principles, characteristics, improvements and applications of the difference algorithm, and gives possible future research directions.

關鍵字

Differential evolution algorithm ； Function optimization ； Global optimization

參考文獻

Storn R, Price K. Differential Evolution A Simple and Efficient Heuristic for global Optimization over Continuous Spaces [J]. Journal of Global Optimization, 1997, 11(4):341-359.

Zhu Qingyuan. A review of algorithm research on constrained optimization problems [J]. China Science and Technology, 2018, (1): 13-16. DOI:10.3969/j.issn.1671-2064.2018.01.009.

Wu Xiuli, Yuan Qi. Differential evolution algorithm to solve the scheduling problem of robot manufacturing cell with batch machine [J]. Control and Decision, 2020, 35(1): 74-82. DOI: 10.13195/j.kzyjc. 2018.0417.

Hu Zhen, Yang Hua, Zhou Jinrong, et al. Wind-driven-differential evolution hybrid optimization algorithm design and performance analysis [J]. Modern Computer, 2020, (20): 14-19, 26. DOI: 10.3969/j .issn.1007-1423.2020.20.003.

Hu Funian, Dong Qiannan. Multi-strategy adaptive mutation differential evolution algorithm and its application [J]. Computer Engineering and Science, 2020, 42(6):1076-1088. DOI:10.3969/j.issn. 1007-130X. 2020.06.016.